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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 235, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "on their side (though some empty responses were for non-toxic input) or to rate limits. To conduct the analysis, we assumed that\nall the empty responses are safe. This is the most conservative approach for results and the upper bound of what Gemini results\nwould look like.\n67\nFigure 30 Transcribed dialogue examples using the speech interface for Llama 3. The examples illustrate zero-shot multi-turn\nand code-switching capabilities.\nLlama 3 8B Llama 3 70B Gemini 1.5 Pro\nLanguage AT (↓) LT ( ↑) AT ( ↓) LT ( ↑) AT ( ↓) LT ( ↑)\nEnglish 0.84 15.09 0.68 15.46 1.44 13.42\nOverall 2.31 9.89 2.00 10.29 2.06 10.94\nTable 33 Speech toxicity of our speech interface to Llama 3 on the MuTox dataset. AT refers to added toxicity (%) and LT\nrefers to lost toxicity (%).\ncomparisons with models that do not take the Llama 3 embeddings as an additional input.\nText normalization. To measure the effect of Llama 3 embeddings, we experimented with changing the amount\nof right context the model uses. We trained the model using a right context of 3 TN tokens (demarcated", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 236, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "of right context the model uses. We trained the model using a right context of 3 TN tokens (demarcated\nby unicode category). This model is compared to models that do not use the Llama 3 embeddings, using a\n3-token right context or a full bi-directional context. As expected, Table 34 shows using the full right context\nimproves performance for the model without Llama 3 embeddings. However, the model that incorporates the\nLlama 3 embeddings outperforms all other models, hence enabling token-rate input/output streaming without\nrelying on long context in the input.\nModel Context Accuracy\nWithout Llama 3 8B 3 73.6%\nWithout Llama 3 8B ∞ 88.0%\nWith Llama 3 8B 3 90.7%\nTable 34 Sample-wise text normalization (TN) accuracy.\nWe compare models with or without Llama 3 8B\nembeddings, and using different right-context values.Prosody modeling. To evaluate the performance of the\nour prosody model (PM) with Llama 3 8B, we conducted\ntwo sets of human evaluation comparing models with and\nwithout Llama 3 embeddings. Raters listened to samples\nfrom different models and indicated their preferences.\nTo generate the final speech waveform, we use an inhouse transformer based acoustic model (Wu et al., 2021)", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 237, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "from different models and indicated their preferences.\nTo generate the final speech waveform, we use an inhouse transformer based acoustic model (Wu et al., 2021)\nthat predicts spectral features and a WaveRNN neural\nvocoder (Kalchbrenner et al., 2018) to generate the final\nspeech waveform.\nFirst, we compare directly to a streaming baseline model without Llama 3 embeddings. In the second test,\nthe Llama 3 8B PM is compared to a non-streaming baseline model without Llama 3 embeddings. As shown\nin Table 35, the Llama 3 8B PM is preferred 60% of the time compared to the streaming baseline, and\n68\nModel Preference\nPM for Llama 3 8B 60.0%\nStreaming phone-only baseline 40.0%Model Preference\nPM for Llama 3 8B 63.6%\nNon-streaming phone-only baseline 36.4%\nTable 35 Prosody Modeling (PM) evaluation. Left:Rater preferences of PM for Llama 3 8B vs. streaming phone-only\nbaseline. Right:Rater preferences of PM for Llama 3 8B vs. non-streaming phone-only baseline.\n63.6% of the time compared to the non-streaming baseline, indicating a significant improvement in perceived", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 238, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "63.6% of the time compared to the non-streaming baseline, indicating a significant improvement in perceived\nquality. The key advantage of the Llama 3 8B PM is its token-wise streaming capability (Section 8.2.2), which\nmaintains low latency during inference. This reduces the model’s lookahead requirements, enabling more\nresponsive and real-time speech synthesis compared to non-streaming baselines. Overall, the Llama 3 8B\nprosody model consistently outperforms the baseline models, demonstrating its effectiveness in enhancing the\nnaturalness and expressiveness of synthesized speech.\n9 Related Work\nThe development of Llama 3 builds on a large body of prior work studying foundation models for language,\nimages, videos, and speech. A comprehensive overview of that work is outside the scope of this paper; we\nrefer the reader to Bordes et al. (2024); Madan et al. (2024); Zhao et al. (2023a) for such overviews. Below,\nwe briefly outline seminal works that directly influenced the development of Llama 3.\n9.1 Language\nScale.Llama 3 follows the enduring trend of applying straightforward methods at ever increasing scales in\nfoundation models. Improvements are driven by increased compute and improved data, with the 405B model", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 239, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Scale.Llama 3 follows the enduring trend of applying straightforward methods at ever increasing scales in\nfoundation models. Improvements are driven by increased compute and improved data, with the 405B model\nusing almost fifty times the pre-training compute budget of Llama 2 70B. Despite containing 405B parameters,\nour largest Llama 3 in fact contains fewer parameters than earlier and much less performant models such as\nPALM (Chowdhery et al., 2023), due to better understanding of scaling laws (Kaplan et al., 2020; Hoffmann\net al., 2022). Little is publicly known about the size of other frontier models, such as Claude 3 or GPT\n4 (OpenAI, 2023a), but overall performance is compareable.\nSmall models. Developments in smaller models have paralleled those in large models. Models with fewer\nparameters can dramatically improve inference cost and simplify deployment (Mehta et al., 2024; Team et al.,\n2024). The smaller Llama 3 models achieve this by training far beyond the point of compute optimal training,\neffectively trading training compute for inference efficiency. An alternative path is to distill larger models into\nsmaller ones, as in Phi (Abdin et al., 2024).\nArchitectures. While Llama 3 makes minimal architectural modifiations to compared to Llama 2, other recent", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 240, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "smaller ones, as in Phi (Abdin et al., 2024).\nArchitectures. While Llama 3 makes minimal architectural modifiations to compared to Llama 2, other recent\nfoundation models have explored other designs. Most notably, mixture of experts architectures (Shazeer et al.,\n2017; Lewis et al., 2021; Fedus et al., 2022; Zhou et al., 2022) can be used as an efficient way to increase\nthe capacity of a models, such as in Mixtral (Jiang et al., 2024) and Arctic (Snowflake, 2024). Llama 3\noutperforms these models, suggesting that dense architectures are not the limiting factor, but there remain\nnumerous trade offs in terms of training and inference efficiency, and model stability at scale.\nOpen source. Open weights foundation models have rapidly improved over the last year, with Llama3-405B\nnow competitive with the current closed weight state-of-the-art. Numerous model families have recently been\ndeveloped, including Mistral (Jiang et al., 2023), Falcon (Almazrouei et al., 2023), MPT (Databricks, 2024),\nPythia (Biderman et al., 2023), Arctic (Snowflake, 2024), OpenELM (Mehta et al., 2024), OLMo (Groeneveld", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 241, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Pythia (Biderman et al., 2023), Arctic (Snowflake, 2024), OpenELM (Mehta et al., 2024), OLMo (Groeneveld\net al., 2024), StableLM (Bellagente et al., 2024), OpenLLaMA (Geng and Liu, 2023), Qwen (Bai et al., 2023),\nGemma (Team et al., 2024), Grok (XAI, 2024), and Phi (Abdin et al., 2024).\nPost-training. Post-training Llama 3 follows the established strategy of instruction tuning (Chung et al., 2022;\nOuyang et al., 2022) followed by alignment with human feedback (Kaufmann et al., 2023). While some studies\nhave shown the surprising effectiveness of lightweight alignment procedures (Zhou et al., 2024), Llama 3\nuses millions of human instructions and preference judgments to improve the pre-trained model, including\n69\ntechniques such as rejection sampling (Bai et al., 2022), supervised finetuning (Sanh et al., 2022), and Direct\nPreference Optimization (Rafailov et al., 2023). In order to curate these instruction and preference examples,\nwe deploy earlier versions of Llama 3 to filter (Liu et al., 2024c), re-write (Pan et al., 2024), or generate", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 242, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "we deploy earlier versions of Llama 3 to filter (Liu et al., 2024c), re-write (Pan et al., 2024), or generate\nprompts and responses (Liu et al., 2024b) and apply these techniques through multiple rounds of post-training.\n9.2 Multimodality\nOur experiments with multimodal capabilities for Llama 3 are part of a long line of work on foundation\nmodels that jointly model multiple modalities.\nImages.A substantial body of work has trained image-recognition models on large amounts of image-text\npairs, for example, Mahajan et al. (2018); Xiao et al. (2024a); Team (2024); OpenAI (2023b). Radford et al.\n(2021) presented one of the first models to jointly embed images and text via contrastive learning. More\nrecently, a series of models has studied approaches similar to the one used in Llama 3, for example, Alayrac\net al. (2022); Dai et al. (2023); Liu et al. (2023c,b); Yang et al. (2023b); Ye et al. (2023); Zhu et al. (2023).\nOur approach in Llama 3 combines ideas from many of these papers to achieve results that are comparable", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 243, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Our approach in Llama 3 combines ideas from many of these papers to achieve results that are comparable\nwith Gemini 1.0 Ultra (Google, 2023) and GPT-4 Vision (OpenAI, 2023b); see Section 7.6.\nVideo.Although video inputs are supported by an increasing number of foundation models (Google, 2023;\nOpenAI, 2023b), the body of work on joint modeling of videos and language is not that large. Akin to Llama\n3, most current studies adopt an adapter approach to align video and language representations and unlock\nquestion-answering and reasoning about videos (Lin et al., 2023; Li et al., 2023a; Maaz et al., 2024; Zhang\net al., 2023; Zhao et al., 2022). We find that such approaches produce results that are competitive with the\nstate-of-the-art; see Section 7.7.\nSpeech. Our work also fits in a larger body of work combining language and speech modeling. Earlier joint\nmodels of text and speech include AudioPaLM (Rubenstein et al., 2023), VioLA (Wang et al., 2023b), VoxtLM\nMaiti et al. (2023), SUTLM (Chou et al., 2023), and Spirit-LM (Nguyen et al., 2024). Our work builds", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 244, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Maiti et al. (2023), SUTLM (Chou et al., 2023), and Spirit-LM (Nguyen et al., 2024). Our work builds\non prior compositional approaches to combining speech and language like Fathullah et al. (2024). Unlike\nmost prior work, we opt to not finetune the language model itself for speech tasks as doing so may lead to\ncontention on non-speech tasks. We find that at larger model scales, strong performances are attainable even\nwithout such finetuning; see Section 8.4.\n10 Conclusion\nIn many ways, the development of high-quality foundation models is still in its infancy. Our experience\nin developing Llama 3 suggests that substantial further improvements of these models are on the horizon.\nThroughout the development of the Llama 3 model family, we found that a strong focus on high-quality data,\nscale, and simplicity consistently yielded the best results. In preliminary experiments, we explored more\ncomplex model architectures and training recipes but did not find the benefits of such approaches to outweigh\nthe additional complexity they introduce in model development.\nDeveloping a flagship foundation model such as Llama 3 involves overcoming a plethora of deep technical\nproblems but also requires clever organizational decisions. For example, to ensure Llama 3 is not accidentally\noverfitted on commonly used benchmarks, our pre-training data was procured and processed by a separate team", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 245, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "overfitted on commonly used benchmarks, our pre-training data was procured and processed by a separate team\nthat was strongly incentivized to prevent contamination of that pre-training data with external benchmarks.\nAs another example, we ensure that our human evaluations remain trustworthy by allowing only a small set\nof researchers who do not contribute to model development to perform and access these evaluations. While\nsuch organizational decisions are rarely discussed in technical papers, we found them to be pivotal to the\nsuccessful development of the Llama 3 family of models.\nWe shared the details of our development process because we believe this will: (1)help the larger research\ncommunity understand the key factors of foundation model development and (2)contribute to a more informed\ndebate about the future of foundation models in the general public. We also shared preliminary experiments\nwith integrating multimodal capabilities into Llama 3. While these models are still under active development\nand not yet ready for release, we hope sharing our results early will accelerate research in this direction.\n70\nFollowing the positive outcomes of the detailed safety analyses presented in this paper, we publicly release our\nLlama 3 language models in order to accelerate the development of AI systems for a plethora of societally\nrelevant use cases and enable the research community to scrutinize our models and identify ways to make\nthese models better and safer. We believe that the public release of foundation models plays a key role in the", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 246, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "these models better and safer. We believe that the public release of foundation models plays a key role in the\nresponsible development of such models, and we hope that the release of Llama 3 encourages the industry to\nembrace the open, responsible development of AGI.\n71\nContributors and Acknowledgements\nLlama 3 is the result of the work of a large number of people at Meta. Below, we list all core contributors\n(people who worked on Llama 3 for at least 2/3rd of the runtime of the project) and contributors (people who\nworked on Llama 3 for at least 1/5th of the runtime of the project). We list all contributors in alphabetical\norder of first name.\nCore Contributors\nAbhimanyu Dubey, Abhinav Jauhri, Abhinav Pandey, Abhishek Kadian, Ahmad Al-Dahle, Aiesha Letman,\nAkhil Mathur, Alan Schelten, Amy Yang, Angela Fan, Anirudh Goyal, Anthony Hartshorn, Aobo Yang, Archi\nMitra, Archie Sravankumar, Artem Korenev, Arthur Hinsvark, Arun Rao, Aston Zhang, Aurelien Rodriguez,\nAusten Gregerson, Ava Spataru, Baptiste Roziere, Bethany Biron, Binh Tang, Bobbie Chern, Charlotte", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 247, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Austen Gregerson, Ava Spataru, Baptiste Roziere, Bethany Biron, Binh Tang, Bobbie Chern, Charlotte\nCaucheteux, Chaya Nayak, Chloe Bi, Chris Marra, Chris McConnell, Christian Keller, Christophe Touret,\nChunyang Wu, Corinne Wong, Cristian Canton Ferrer, Cyrus Nikolaidis, Damien Allonsius, Daniel Song,\nDanielle Pintz, Danny Livshits, David Esiobu, Dhruv Choudhary, Dhruv Mahajan, Diego Garcia-Olano,\nDiego Perino, Dieuwke Hupkes, Egor Lakomkin, Ehab AlBadawy, Elina Lobanova, Emily Dinan, Eric Michael\nSmith, Filip Radenovic, Frank Zhang, Gabriel Synnaeve, Gabrielle Lee, Georgia Lewis Anderson, Graeme Nail,\nGregoire Mialon, Guan Pang, Guillem Cucurell, Hailey Nguyen, Hannah Korevaar, Hu Xu, Hugo Touvron,\nIliyan Zarov, Imanol Arrieta Ibarra, Isabel Kloumann, Ishan Misra, Ivan Evtimov, Jade Copet, Jaewon Lee,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 248, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Iliyan Zarov, Imanol Arrieta Ibarra, Isabel Kloumann, Ishan Misra, Ivan Evtimov, Jade Copet, Jaewon Lee,\nJan Geffert, Jana Vranes, Jason Park, Jay Mahadeokar, Jeet Shah, Jelmer van der Linde, Jennifer Billock,\nJenny Hong, Jenya Lee, Jeremy Fu, Jianfeng Chi, Jianyu Huang, Jiawen Liu, Jie Wang, Jiecao Yu, Joanna\nBitton, Joe Spisak, Jongsoo Park, Joseph Rocca, Joshua Johnstun, Joshua Saxe, Junteng Jia, Kalyan Vasuden\nAlwala, Kartikeya Upasani, Kate Plawiak, Ke Li, Kenneth Heafield, Kevin Stone, Khalid El-Arini, Krithika\nIyer, Kshitiz Malik, Kuenley Chiu, Kunal Bhalla, Lauren Rantala-Yeary, Laurens van der Maaten, Lawrence\nChen, Liang Tan, Liz Jenkins, Louis Martin, Lovish Madaan, Lubo Malo, Lukas Blecher, Lukas Landzaat,\nLuke de Oliveira, Madeline Muzzi, Mahesh Pasupuleti, Mannat Singh, Manohar Paluri, Marcin Kardas,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 249, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Luke de Oliveira, Madeline Muzzi, Mahesh Pasupuleti, Mannat Singh, Manohar Paluri, Marcin Kardas,\nMathew Oldham, Mathieu Rita, Maya Pavlova, Melanie Kambadur, Mike Lewis, Min Si, Mitesh Kumar Singh,\nMona Hassan, Naman Goyal, Narjes Torabi, Nikolay Bashlykov, Nikolay Bogoychev, Niladri Chatterji, Olivier\nDuchenne, Onur Çelebi, Patrick Alrassy, Pengchuan Zhang, Pengwei Li, Petar Vasic, Peter Weng, Prajjwal\nBhargava, Pratik Dubal, Praveen Krishnan, Punit Singh Koura, Puxin Xu, Qing He, Qingxiao Dong, Ragavan\nSrinivasan, Raj Ganapathy, Ramon Calderer, Ricardo Silveira Cabral, Robert Stojnic, Roberta Raileanu,\nRohit Girdhar, Rohit Patel, Romain Sauvestre, Ronnie Polidoro, Roshan Sumbaly, Ross Taylor, Ruan Silva,\nRui Hou, Rui Wang, Saghar Hosseini, Sahana Chennabasappa, Sanjay Singh, Sean Bell, Seohyun Sonia Kim,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 250, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Rui Hou, Rui Wang, Saghar Hosseini, Sahana Chennabasappa, Sanjay Singh, Sean Bell, Seohyun Sonia Kim,\nSergey Edunov, Shaoliang Nie, Sharan Narang, Sharath Raparthy, Sheng Shen, Shengye Wan, Shruti Bhosale,\nShun Zhang, Simon Vandenhende, Soumya Batra, Spencer Whitman, Sten Sootla, Stephane Collot, Suchin\nGururangan, Sydney Borodinsky, Tamar Herman, Tara Fowler, Tarek Sheasha, Thomas Georgiou, Thomas\nScialom, Tobias Speckbacher, Todor Mihaylov, Tong Xiao, Ujjwal Karn, Vedanuj Goswami, Vibhor Gupta,\nVignesh Ramanathan, Viktor Kerkez, Vincent Gonguet, Virginie Do, Vish Vogeti, Vladan Petrovic, Weiwei\nChu, Wenhan Xiong, Wenyin Fu, Whitney Meers, Xavier Martinet, Xiaodong Wang, Xiaoqing Ellen Tan,\nXinfeng Xie, Xuchao Jia, Xuewei Wang, Yaelle Goldschlag, Yashesh Gaur, Yasmine Babaei, Yi Wen, Yiwen", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 251, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Song, Yuchen Zhang, Yue Li, Yuning Mao, Zacharie Delpierre Coudert, Zheng Yan, Zhengxing Chen, and Zoe\nPapakipos.\nContributors\nAaditya Singh, Aaron Grattafiori, Abha Jain, Adam Kelsey, Adam Shajnfeld, Adithya Gangidi, Adolfo\nVictoria, Ahuva Goldstand, Ajay Menon, Ajay Sharma, Alex Boesenberg, Alex Vaughan, Alexei Baevski,\nAllie Feinstein, Amanda Kallet, Amit Sangani, Anam Yunus, Andrei Lupu, Andres Alvarado, Andrew Caples,\nAndrew Gu, Andrew Ho, Andrew Poulton, Andrew Ryan, Ankit Ramchandani, Annie Franco, Aparajita Saraf,\nArkabandhu Chowdhury, Ashley Gabriel, Ashwin Bharambe, Assaf Eisenman, Azadeh Yazdan, Beau James,\nBen Maurer, Benjamin Leonhardi, Bernie Huang, Beth Loyd, Beto De Paola, Bhargavi Paranjape, Bing Liu,\nBo Wu, Boyu Ni, Braden Hancock, Bram Wasti, Brandon Spence, Brani Stojkovic, Brian Gamido, Britt", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 252, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Bo Wu, Boyu Ni, Braden Hancock, Bram Wasti, Brandon Spence, Brani Stojkovic, Brian Gamido, Britt\nMontalvo, Carl Parker, Carly Burton, Catalina Mejia, Changhan Wang, Changkyu Kim, Chao Zhou, Chester\nHu, Ching-Hsiang Chu, Chris Cai, Chris Tindal, Christoph Feichtenhofer, Damon Civin, Dana Beaty, Daniel\n72\nKreymer, Daniel Li, Danny Wyatt, David Adkins, David Xu, Davide Testuggine, Delia David, Devi Parikh,\nDiana Liskovich, Didem Foss, Dingkang Wang, Duc Le, Dustin Holland, Edward Dowling, Eissa Jamil, Elaine\nMontgomery, Eleonora Presani, Emily Hahn, Emily Wood, Erik Brinkman, Esteban Arcaute, Evan Dunbar,\nEvan Smothers, Fei Sun, Felix Kreuk, Feng Tian, Firat Ozgenel, Francesco Caggioni, Francisco Guzmán,\nFrank Kanayet, Frank Seide, Gabriela Medina Florez, Gabriella Schwarz, Gada Badeer, Georgia Swee, Gil", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 253, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Frank Kanayet, Frank Seide, Gabriela Medina Florez, Gabriella Schwarz, Gada Badeer, Georgia Swee, Gil\nHalpern, Govind Thattai, Grant Herman, Grigory Sizov, Guangyi (Jack) Zhang, Guna Lakshminarayanan,\nHamid Shojanazeri, Han Zou, Hannah Wang, Hanwen Zha, Haroun Habeeb, Harrison Rudolph, Helen Suk,\nHenry Aspegren, Hunter Goldman, Ibrahim Damlaj, Igor Molybog, Igor Tufanov, Irina-Elena Veliche, Itai\nGat, Jake Weissman, James Geboski, James Kohli, Japhet Asher, Jean-Baptiste Gaya, Jeff Marcus, Jeff\nTang, Jennifer Chan, Jenny Zhen, Jeremy Reizenstein, Jeremy Teboul, Jessica Zhong, Jian Jin, Jingyi\nYang, Joe Cummings, Jon Carvill, Jon Shepard, Jonathan McPhie, Jonathan Torres, Josh Ginsburg, Junjie\nWang, Kai Wu, Kam Hou U, Karan Saxena, Karthik Prasad, Kartikay Khandelwal, Katayoun Zand, Kathy", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 254, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Wang, Kai Wu, Kam Hou U, Karan Saxena, Karthik Prasad, Kartikay Khandelwal, Katayoun Zand, Kathy\nMatosich, Kaushik Veeraraghavan, Kelly Michelena, Keqian Li, Kun Huang, Kunal Chawla, Kushal Lakhotia,\nKyle Huang, Lailin Chen, Lakshya Garg, Lavender A, Leandro Silva, Lee Bell, Lei Zhang, Liangpeng Guo,\nLicheng Yu, Liron Moshkovich, Luca Wehrstedt, Madian Khabsa, Manav Avalani, Manish Bhatt, Maria\nTsimpoukelli, Martynas Mankus, Matan Hasson, Matthew Lennie, Matthias Reso, Maxim Groshev, Maxim\nNaumov, Maya Lathi, Meghan Keneally, Michael L. Seltzer, Michal Valko, Michelle Restrepo, Mihir Patel, Mik\nVyatskov, Mikayel Samvelyan, Mike Clark, Mike Macey, Mike Wang, Miquel Jubert Hermoso, Mo Metanat,\nMohammad Rastegari, Munish Bansal, Nandhini Santhanam, Natascha Parks, Natasha White, Navyata Bawa,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 255, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Mohammad Rastegari, Munish Bansal, Nandhini Santhanam, Natascha Parks, Natasha White, Navyata Bawa,\nNayan Singhal, Nick Egebo, Nicolas Usunier, Nikolay Pavlovich Laptev, Ning Dong, Ning Zhang, Norman\nCheng, Oleg Chernoguz, Olivia Hart, Omkar Salpekar, Ozlem Kalinli, Parkin Kent, Parth Parekh, Paul\nSaab, Pavan Balaji, Pedro Rittner, Philip Bontrager, Pierre Roux, Piotr Dollar, Polina Zvyagina, Prashant\nRatanchandani, Pritish Yuvraj, Qian Liang, Rachad Alao, Rachel Rodriguez, Rafi Ayub, Raghotham Murthy,\nRaghu Nayani, Rahul Mitra, Raymond Li, Rebekkah Hogan, Robin Battey, Rocky Wang, Rohan Maheswari,\nRuss Howes, Ruty Rinott, Sai Jayesh Bondu, Samyak Datta, Sara Chugh, Sara Hunt, Sargun Dhillon, Sasha\nSidorov, Satadru Pan, Saurabh Verma, Seiji Yamamoto, Sharadh Ramaswamy, Shaun Lindsay, Shaun Lindsay,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 256, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Sidorov, Satadru Pan, Saurabh Verma, Seiji Yamamoto, Sharadh Ramaswamy, Shaun Lindsay, Shaun Lindsay,\nSheng Feng, Shenghao Lin, Shengxin Cindy Zha, Shiva Shankar, Shuqiang Zhang, Shuqiang Zhang, Sinong\nWang, Sneha Agarwal, Soji Sajuyigbe, Soumith Chintala, Stephanie Max, Stephen Chen, Steve Kehoe, Steve\nSatterfield, Sudarshan Govindaprasad, Sumit Gupta, Sungmin Cho, Sunny Virk, Suraj Subramanian, Sy\nChoudhury, Sydney Goldman, Tal Remez, Tamar Glaser, Tamara Best, Thilo Koehler, Thomas Robinson,\nTianhe Li, Tianjun Zhang, Tim Matthews, Timothy Chou, Tzook Shaked, Varun Vontimitta, Victoria Ajayi,\nVictoria Montanez, Vijai Mohan, Vinay Satish Kumar, Vishal Mangla, Vítor Albiero, Vlad Ionescu, Vlad\nPoenaru, Vlad Tiberiu Mihailescu, Vladimir Ivanov, Wei Li, Wenchen Wang, Wenwen Jiang, Wes Bouaziz,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 257, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Poenaru, Vlad Tiberiu Mihailescu, Vladimir Ivanov, Wei Li, Wenchen Wang, Wenwen Jiang, Wes Bouaziz,\nWill Constable, Xiaocheng Tang, Xiaofang Wang, Xiaojian Wu, Xiaolan Wang, Xide Xia, Xilun Wu, Xinbo\nGao, Yanjun Chen, Ye Hu, Ye Jia, Ye Qi, Yenda Li, Yilin Zhang, Ying Zhang, Yossi Adi, Youngjin Nam, Yu\n(Sid) Wang, Yuchen Hao, Yundi Qian, Yuzi He, Zach Rait, Zachary DeVito, Zef Rosnbrick, Zhaoduo Wen,\nZhenyu Yang, and Zhiwei Zhao.\nAcknowledgements\nWe thank Mark Zuckerberg, Chris Cox, Ahmad Al-Dahle, Santosh Janardhan, Joelle Pineau, Yann LeCun,\nAparna Ramani, Yee Jiun Song, and Ash Jhaveri for their invaluable support for Llama 3.\nWe also thank Aasish Pappu, Adebissy Tharinger, Adnan Aziz, Aisha Iqbal, Ajit Mathews, Albert Lin, Amar", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 258, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "We also thank Aasish Pappu, Adebissy Tharinger, Adnan Aziz, Aisha Iqbal, Ajit Mathews, Albert Lin, Amar\nBudhiraja, Amit Nagpal, Amos Teo, Andrew Prasetyo Jo, Ankit Jain, Antonio Prado, Aran Mun, Armand Kok,\nAshmitha Jeevaraj Shetty, Aya Ibrahim, Bardiya Sadeghi, Beibei Zhu, Bell Praditchai, Benjamin Muller, Botao\nChen, Carolina Tsai, Cen Peng, Cen Zhao, Chana Greene, Chenguang Zhu, Christian Fuegen, Christophe\nRopers, Christopher Luc, Cynthia Gao, Dalton Flanagan, Damien Sereni, Dan Johnson, Daniel Haziza,\nDaniel Kim, David Kessel, Divya Shah, Dong Li, Elisabeth Michaels, Elissa Jones, Emad El-Haraty, Eric\nAlamillo, Eric Hambro, Erika Lal, Eugen Hotaj, Fabian Gloeckle, Fadli Basyari, Faith Eischen, Fei Kou, Ferdi\nAdeputra, Feryandi Nurdiantoro, Flaurencya Ciputra, Forest Zheng, Francisco Massa, Furn Techaletumpai,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 259, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Adeputra, Feryandi Nurdiantoro, Flaurencya Ciputra, Forest Zheng, Francisco Massa, Furn Techaletumpai,\nGobinda Saha, Gokul Nadathur, Greg Steinbrecher, Gregory Chanan, Guille Cobo, Guillem Brasó, Hakan\nInan, Hany Morsy, Haonan Sun, Hardik Shah, Henry Erksine Crum, Hongbo Zhang, Hongjiang Lv, Hongye\nYang, Hyunbin Park, Ian Graves, Jack Wu, Jack Zhang, Jalpa Patel, James Beldock, James Zeng, Janice\nLam, Jeff Camp, Jesse He, Jilong Wu, Jim Jetsada Machom, Jinho Hwang, Jonas Gehring, Jonas Kohler,\n73\nJose Leitao, Josh Fromm, Juan Pino, Julia Rezende, Julian Garces, Kae Hansanti, Kartik Khandelwal, Keito\nUchiyama, Kevin McAlister, Kody Bartelt, Kristina Pereyra, Kunhao Zheng, Lien Thai, Marco Campana,\nMariana Velasquez, Marta R. Costa-jussa, Mayank Khamesra, Mengjiao MJ Wang, Mengqi Mu, Miao Liu,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 260, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Mariana Velasquez, Marta R. Costa-jussa, Mayank Khamesra, Mengjiao MJ Wang, Mengqi Mu, Miao Liu,\nMichael Suo, Mikel Jimenez Fernandez, Mustafa Ozdal, Na Li, Nahiyan Malik, Naoya Miyanohara, Narges\nTorabi, Nathan Davis, Nico Lopero, Nikhil Mehta, Ning Li, Octary Azis, PK Khambanonda, Padchara\nBubphasan, Pian Pawakapan, Prabhav Agrawal, Praveen Gollakota, Purin Waranimman, Qian Sun, Quentin\nCarbonneaux, Rajasi Saha, Rhea Nayak, Ricardo Lopez-Barquilla, Richard Huang, Richard Qiu, Richard\nTosi, Rishi Godugu, Rochit Sapra, Rolando Rodriguez Antunez, Ruihan Shan, Sakshi Boolchandani, Sam\nCorbett-Davies, Samuel Djunaedi, Sarunya Pumma, Saskia Adams, Shankar Kalyanaraman, Shashi Gandham,\nShengjie Bi, Shengxing Cindy, Shervin Shahidi, Shishir Patil, Sho Yaida, Shoubhik Debnath, Sirirut Sonjai,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 261, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Srikanth Sundaresan, Stephanie Worland, Susana Contrera, Tejas Shah, Tony Cao, Tony Lee, Tristan Rice,\nVishy Poosala, Wenyu Chen, Wesley Lee, William Held, Xiaozhu Meng, Xinhua Wang, Xintian Wu, Yaroslava\nKuzmina, Yifan Wang, Yu Zhao, Yue Zhao, Yun Wang, Zaibo Wang, and Zixi Qi for helpful contributions to\nLlama 3.\n74\nReferences\nAmro Abbas, Kushal Tirumala, Dániel Simig, Surya Ganguli, and Ari S Morcos. Semdedup: Data-efficient learning at\nweb-scale through semantic deduplication. arXiv preprint arXiv:2303.09540 , 2023.\nMarah Abdin, Sam Ade Jacobs, Ammar Ahmad Awan, Jyoti Aneja, Ahmed Awadallah, Hany Awadalla, Nguyen Bach,\nAmit Bahree, Arash Bakhtiari, Harkirat Behl, et al. Phi-3 technical report: A highly capable language model locally\non your phone. arXiv preprint arXiv:2404.14219 , 2024.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 262, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "on your phone. arXiv preprint arXiv:2404.14219 , 2024.\nJoshua Ainslie, James Lee-Thorp, Michiel de Jong, Yury Zemlyanskiy, Federico Lebrón, and Sumit Sanghai. Gqa:\nTraining generalized multi-query transformer models from multi-head checkpoints. arXiv preprint arXiv:2305.13245 ,\n2023.\nJean-Baptiste Alayrac, Jeff Donahue, Pauline Luc, Antoine Miech, Iain Barr, Yana Hasson, Karel Lenc, Arthur\nMensch, Katie Millican, Malcolm Reynolds, Roman Ring, Eliza Rutherford, Serkan Cabi, Tengda Han, Zhitao\nGong, Sina Samangooei, Marianne Monteiro, Jacob Menick, Sebastian Borgeaud, Andrew Brock, Aida Nematzadeh,\nSahand Sharifzadeh, Mikolaj Binkowski, Ricardo Barreira, Oriol Vinyals, Andrew Zisserman, and Karen Simonyan.\nFlamingo: a visual language model for few-shot learning. arXiv preprint arXiv:2204.14198 , 2022.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 263, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Flamingo: a visual language model for few-shot learning. arXiv preprint arXiv:2204.14198 , 2022.\nEbtesam Almazrouei, Hamza Alobeidli, Abdulaziz Alshamsi, Alessandro Cappelli, Ruxandra Cojocaru, Mérouane\nDebbah, Étienne Goffinet, Daniel Hesslow, Julien Launay, Quentin Malartic, et al. The falcon series of open language\nmodels.arXiv preprint arXiv:2311.16867 , 2023.\nNorahAlzahrani, HishamAbdullahAlyahya, YazeedAlnumay, SultanAlrashed, ShaykhahAlsubaie, YusefAlmushaykeh,\nFaisal Mirza, Nouf Alotaibi, Nora Al-Twairesh, Areeb Alowisheq, M. Saiful Bari, and Haidar Khan. When benchmarks\nare targets: Revealing the sensitivity of large language model leaderboards. CoRR, abs/2402.01781, 2024. doi:\n10.48550/ARXIV.2402.01781. https://doi.org/10.48550/arXiv.2402.01781 .", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 264, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "10.48550/ARXIV.2402.01781. https://doi.org/10.48550/arXiv.2402.01781 .\nAida Amini, Saadia Gabriel, Peter Lin, Rik Koncel-Kedziorski, Yejin Choi, and Hannaneh Hajishirzi. Mathqa: Towards\ninterpretable math word problem solving with operation-based formalisms. arXiv preprint arXiv:1905.13319 , 2019.\nChenxin An, Shansan Gong, Ming Zhong, Mukai Li, Jun Zhang, Lingpeng Kong, and Xipeng Qiu. L-eval: Instituting\nstandardized evaluation for long context language models. arXiv preprint arXiv:2307.11088 , 2023a.\nShengnan An, Zexiong Ma, Zeqi Lin, Nanning Zheng, Jian-Guang Lou, and Weizhu Chen. Learning from mistakes\nmakes llm better reasoner. arXiv preprint arXiv:2310.20689 , 2023b.\nCem Anil, Esin Durmus, Mrinank Sharma, Joe Benton, Sandipan Kundu, Joshua Batson, Nina Rimsky, Meg Tong,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 265, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Cem Anil, Esin Durmus, Mrinank Sharma, Joe Benton, Sandipan Kundu, Joshua Batson, Nina Rimsky, Meg Tong,\nJesse Mu, Daniel Ford, et al. Many-shot jailbreaking. Anthropic, April , 2024.\nJason Ansel, Edward Yang, Horace He, Natalia Gimelshein, Animesh Jain, Michael Voznesensky, Bin Bao, Peter\nBell, David Berard, Evgeni Burovski, et al. Pytorch 2: Faster machine learning through dynamic python bytecode\ntransformation and graph compilation. In Proceedings of the 29th ACM International Conference on Architectural\nSupport for Programming Languages and Operating Systems, Volume 2 , pages 929–947, 2024.\nStanislaw Antol, Aishwarya Agrawal, Jiasen Lu, Margaret Mitchell, Dhruv Batra, C. Lawrence Zitnick, and Devi\nParikh. VQA: Visual Question Answering. In International Conference on Computer Vision (ICCV) , 2015.\nJacob Austin, Augustus Odena, Maxwell Nye, Maarten Bosma, Henryk Michalewski, David Dohan, Ellen Jiang, Carrie", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 266, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Jacob Austin, Augustus Odena, Maxwell Nye, Maarten Bosma, Henryk Michalewski, David Dohan, Ellen Jiang, Carrie\nCai, Michael Terry, Quoc Le, et al. Program synthesis with large language models. arXiv preprint arXiv:2108.07732 ,\n2021.\nJinze Bai, Shuai Bai, Yunfei Chu, Zeyu Cui, Kai Dang, Xiaodong Deng, Yang Fan, Wenbin Ge, Yu Han, Fei Huang,\nBinyuan Hui, Luo Ji, Mei Li, Junyang Lin, Runji Lin, Dayiheng Liu, Gao Liu, Chengqiang Lu, Keming Lu, Jianxin\nMa, Rui Men, Xingzhang Ren, Xuancheng Ren, Chuanqi Tan, Sinan Tan, Jianhong Tu, Peng Wang, Shijie Wang,\nWei Wang, Shengguang Wu, Benfeng Xu, Jin Xu, An Yang, Hao Yang, Jian Yang, Shusheng Yang, Yang Yao, Bowen\nYu, Hongyi Yuan, Zheng Yuan, Jianwei Zhang, Xingxuan Zhang, Yichang Zhang, Zhenru Zhang, Chang Zhou,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 267, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Yu, Hongyi Yuan, Zheng Yuan, Jianwei Zhang, Xingxuan Zhang, Yichang Zhang, Zhenru Zhang, Chang Zhou,\nJingren Zhou, Xiaohuan Zhou, and Tianhang Zhu. Qwen technical report. arXiv preprint arXiv:2309.16609 , 2023.\nYuntao Bai, Saurav Kadavath, Sandipan Kundu, Amanda Askell, Jackson Kernion, Andy Jones, Anna Chen, Anna\nGoldie, Azalia Mirhoseini, Cameron McKinnon, Carol Chen, Catherine Olsson, Christopher Olah, Danny Hernandez,\nDawn Drain, Deep Ganguli, Dustin Li, Eli Tran-Johnson, Ethan Perez, Jamie Kerr, Jared Mueller, Jeffrey Ladish,\nJoshua Landau, Kamal Ndousse, Kamile Lukosiute, Liane Lovitt, Michael Sellitto, Nelson Elhage, Nicholas Schiefer,\nNoemí Mercado, Nova DasSarma, Robert Lasenby, Robin Larson, Sam Ringer, Scott Johnston, Shauna Kravec,\nSheer El Showk, Stanislav Fort, Tamera Lanham, Timothy Telleen-Lawton, Tom Conerly, Tom Henighan, Tristan", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 268, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Sheer El Showk, Stanislav Fort, Tamera Lanham, Timothy Telleen-Lawton, Tom Conerly, Tom Henighan, Tristan\nHume, Samuel R. Bowman, Zac Hatfield-Dodds, Ben Mann, Dario Amodei, Nicholas Joseph, Sam McCandlish, Tom\n75\nBrown, and Jared Kaplan. Constitutional AI: harmlessness from AI feedback. CoRR, abs/2212.08073, 2022. doi:\n10.48550/ARXIV.2212.08073. https://doi.org/10.48550/arXiv.2212.08073 .\nLoïc Barrault, Yu-An Chung, Mariano Coria Meglioli, David Dale, Ning Dong, Mark Duppenthaler, Paul-Ambroise\nDuquenne, Brian Ellis, Hady Elsahar, Justin Haaheim, John Hoffman, Min-Jae Hwang, Hirofumi Inaguma, Christopher Klaiber, Ilia Kulikov, Pengwei Li, Daniel Licht, Jean Maillard, Ruslan Mavlyutov, Alice Rakotoarison,\nKaushik Ram Sadagopan, Abinesh Ramakrishnan, Tuan Tran, Guillaume Wenzek, Yilin Yang, Ethan Ye, Ivan", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 269, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Kaushik Ram Sadagopan, Abinesh Ramakrishnan, Tuan Tran, Guillaume Wenzek, Yilin Yang, Ethan Ye, Ivan\nEvtimov, Pierre Fernandez, Cynthia Gao, Prangthip Hansanti, Elahe Kalbassi, Amanda Kallet, Artyom Kozhevnikov,\nGabriel Mejia Gonzalez, Robin San Roman, Christophe Touret, Corinne Wong, Carleigh Wood, Bokai Yu, Pierre\nAndrews, Can Balioglu, Peng-Jen Chen, Marta R Costa-jussà, Maha Elbayad, Hongyu Gong, Francisco Guzmán,\nKevin Heffernan, Somya Jain, Justine Kao, Ann Lee, Xutai Ma, Alex Mourachko, Benjamin Peloquin, Juan Pino,\nSravya Popuri, Christophe Ropers, Safiyyah Saleem, Holger Schwenk, Anna Sun, Paden Tomasello, Changhan Wang,\nJeff Wang, Skyler Wang, and Mary Williamson. Seamless: Multilingual expressive and streaming speech translation.\narXiv preprint arXiv:2312.05187 , 2023.\nRobin Battey and Sumit Gupta. Training llama: A storage perspective, 2024. https://atscaleconference.com/videos/", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 270, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Robin Battey and Sumit Gupta. Training llama: A storage perspective, 2024. https://atscaleconference.com/videos/\ntraining-llama-a-storage-perspective/ .\nMarco Bellagente, Jonathan Tow, Dakota Mahan, Duy Phung, Maksym Zhuravinskyi, Reshinth Adithyan, James\nBaicoianu, Ben Brooks, Nathan Cooper, Ashish Datta, et al. Stable lm 2 1.6 b technical report. arXiv preprint\narXiv:2402.17834 , 2024.\nYoussef Benchekroun, Megi Dervishi, Mark Ibrahim, Jean-Baptiste Gaya, Xavier Martinet, Grégoire Mialon, Thomas\nScialom, Emmanuel Dupoux, Dieuwke Hupkes, and Pascal Vincent. Worldsense: A synthetic benchmark for\ngrounded reasoning in large language models. CoRR, abs/2311.15930, 2023. doi: 10.48550/ARXIV.2311.15930.\nhttps://doi.org/10.48550/arXiv.2311.15930 .\nJonathan Berant, Andrew Chou, Roy Frostig, and Percy Liang. Semantic parsing on Freebase from question-answer", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 271, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Jonathan Berant, Andrew Chou, Roy Frostig, and Percy Liang. Semantic parsing on Freebase from question-answer\npairs. In David Yarowsky, Timothy Baldwin, Anna Korhonen, Karen Livescu, and Steven Bethard, editors,\nProceedings of the 2013 Conference on Empirical Methods in Natural Language Processing , pages 1533–1544, Seattle,\nWashington, USA, October 2013. Association for Computational Linguistics. https://aclanthology.org/D13-1160 .\nManish Bhatt, Sahana Chennabasappa, Cyrus Nikolaidis, Shengye Wan, Ivan Evtimov, Dominik Gabi, Daniel Song,\nFaizan Ahmad, Cornelius Aschermann, Lorenzo Fontana, et al. Purple llama cyberseceval: A secure coding\nbenchmark for language models. arXiv preprint arXiv:2312.04724 , 2023.\nManish Bhatt, Sahana Chennabasappa, Yue Li, Cyrus Nikolaidis, Daniel Song, Shengye Wan, Faizan Ahmad, Cornelius\nAschermann, Yaohui Chen, Dhaval Kapil, et al. Cyberseceval 2: A wide-ranging cybersecurity evaluation suite for\nlarge language models. arXiv preprint arXiv:2404.13161 , 2024.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 272, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "large language models. arXiv preprint arXiv:2404.13161 , 2024.\nStella Biderman, Hailey Schoelkopf, Quentin Gregory Anthony, Herbie Bradley, Kyle O’Brien, Eric Hallahan, Mohammad Aflah Khan, Shivanshu Purohit, USVSN Sai Prashanth, Edward Raff, et al. Pythia: A suite for analyzing large\nlanguage models across training and scaling. In International Conference on Machine Learning , pages 2397–2430.\nPMLR, 2023.\nYonatan Bisk, Rowan Zellers, Jianfeng Gao, Yejin Choi, et al. Piqa: Reasoning about physical commonsense in natural\nlanguage. In Proceedings of the AAAI conference on artificial intelligence , volume 34, pages 7432–7439, 2020.\nYuri Bizzoni, Tom S Juzek, Cristina España-Bonet, Koel Dutta Chowdhury, Josef van Genabith, and Elke Teich.\nHow human is machine translationese? comparing human and machine translations of text and speech. In\nMarcello Federico, Alex Waibel, Kevin Knight, Satoshi Nakamura, Hermann Ney, Jan Niehues, Sebastian Stüker,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 273, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Marcello Federico, Alex Waibel, Kevin Knight, Satoshi Nakamura, Hermann Ney, Jan Niehues, Sebastian Stüker,\nDekai Wu, Joseph Mariani, and Francois Yvon, editors, Proceedings of the 17th International Conference on\nSpoken Language Translation , pages 280–290, Online, July 2020. Association for Computational Linguistics. doi:\n10.18653/v1/2020.iwslt-1.34. https://aclanthology.org/2020.iwslt-1.34 .\nCody Blakeney, Mansheej Paul, Brett W. Larsen, Sean Owen, and Jonathan Frankle. Does your data spark joy?\nperformance gains from domain upsampling at the end of training, 2024. https://arxiv.org/abs/2406.03476 .\nFlorian Bordes, Richard Yuanzhe Pang, Anurag Ajay, Alexander C. Li, Adrien Bardes, Suzanne Petryk, Oscar Mañas,\nZhiqiu Lin, Anas Mahmoud, Bargav Jayaraman, Mark Ibrahim, Melissa Hall, Yunyang Xiong, Jonathan Lebensold,\nCandace Ross, Srihari Jayakumar, Chuan Guo, Diane Bouchacourt, Haider Al-Tahan, Karthik Padthe, Vasu Sharma,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 274, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Candace Ross, Srihari Jayakumar, Chuan Guo, Diane Bouchacourt, Haider Al-Tahan, Karthik Padthe, Vasu Sharma,\nHu Xu, Xiaoqing Ellen Tan, Megan Richards, Samuel Lavoie, Pietro Astolfi, Reyhane Askari Hemmat, Jun Chen,\nKushal Tirumala, Rim Assouel, Mazda Moayeri, Arjang Talattof, Kamalika Chaudhuri, Zechun Liu, Xilun Chen,\nQuentin Garrido, Karen Ullrich, Aishwarya Agrawal, Kate Saenko, Asli Celikyilmaz, and Vikas Chandra. An\nintroduction to vision-language modeling. 2024.\n76\nA.Z. Broder. On the resemblance and containment of documents. In Proceedings. Compression and Complexity of\nSEQUENCES 1997 (Cat. No.97TB100171) , pages 21–29, 1997. doi: 10.1109/SEQUEN.1997.666900.\nMu Cai, Haotian Liu, Siva Karthik Mustikovela, Gregory P. Meyer, Yuning Chai, Dennis Park, and Yong Jae Lee.\nMaking large multimodal models understand arbitrary visual prompts. In IEEE Conference on Computer Vision\nand Pattern Recognition , 2024.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 275, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Making large multimodal models understand arbitrary visual prompts. In IEEE Conference on Computer Vision\nand Pattern Recognition , 2024.\nNicholas Carlini, Daphne Ippolito, Matthew Jagielski, Katherine Lee, Florian Tramèr, and Chiyuan Zhang. Quantifying\nmemorization across neural language models. arXiv:2202.07646 , 2022.https://arxiv.org/abs/2202.07646 .\nNicolas Carlini, Jamie Hayes, Milad Nasr, Matthew Jagielski, Vikash Sehwag, Florian Tramer, Borja Balle, Daphne\nIppolito, and Eric Wallace. Extracting training data from diffusion models. In 32nd USENIX Security Symposium\n(USENIX Security 23) , pages 5253–5270, 2023.\nFederico Cassano, John Gouwar, Daniel Nguyen, Sydney Nguyen, Luna Phipps-Costin, Donald Pinckney, Ming-Ho\nYee, Yangtian Zi, Carolyn Jane Anderson, Molly Q Feldman, Arjun Guha, Michael Greenberg, and Abhinav Jangda.\nMultiPL-E: A scalable and polyglot approach to benchmarking neural code generation. IEEE Trans. Software Eng. ,\n49(7):3675–3691, 2023.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 276, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "49(7):3675–3691, 2023.\nPatrick Chao, Alexander Robey, Edgar Dobriban, Hamed Hassani, George J. Pappas, and Eric Wong. Jailbreaking\nblack box large language models in twenty queries. arXiv preprint arXiv:2310.08419 , 2023.\nMark Chen, Jerry Tworek, Heewoo Jun, Qiming Yuan, Henrique Ponde de Oliveira Pinto, Jared Kaplan, Harri Edwards,\nYuri Burda, Nicholas Joseph, Greg Brockman, et al. Evaluating large language models trained on code. arXiv\npreprint arXiv:2107.03374 , 2021.\nNuo Chen, Zinan Zheng, Ning Wu, Ming Gong, Yangqiu Song, Dongmei Zhang, and Jia Li. Breaking language barriers\nin multilingual mathematical reasoning: Insights and observations, 2023. https://arxiv.org/abs/2310.20246 .\nWenhu Chen, Xueguang Ma, Xinyi Wang, and William W Cohen. Program of thoughts prompting: Disentangling\ncomputation from reasoning for numerical reasoning tasks. arXiv preprint arXiv:2211.12588 , 2022.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 277, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "computation from reasoning for numerical reasoning tasks. arXiv preprint arXiv:2211.12588 , 2022.\nWei-Lin Chiang, Lianmin Zheng, Ying Sheng, Anastasios Nikolas Angelopoulos, Tianle Li, Dacheng Li, Hao Zhang,\nBanghua Zhu, Michael Jordan, Joseph E Gonzalez, et al. Chatbot arena: An open platform for evaluating llms by\nhuman preference. arXiv preprint arXiv:2403.04132 , 2024.\nChung-Cheng Chiu, James Qin, Yu Zhang, Jiahui Yu, and Yonghui Wu. Self-supervised learning with random-projection\nquantizer for speech recognition. In International Conference on Machine Learning , pages 3915–3924. PMLR, 2022.\nEunsol Choi, He He, Mohit Iyyer, Mark Yatskar, Wen-tau Yih, Yejin Choi, Percy Liang, and Luke Zettlemoyer.\nQuAC: Question answering in context. In Ellen Riloff, David Chiang, Julia Hockenmaier, and Jun’ichi Tsujii,\neditors,Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing , pages 2174–2184,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 278, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "editors,Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing , pages 2174–2184,\nBrussels, Belgium, October-November 2018. Association for Computational Linguistics. doi: 10.18653/v1/D18-1241.\nhttps://aclanthology.org/D18-1241 .\nJu-Chieh Chou, Chung-Ming Chien, Wei-Ning Hsu, Karen Livescu, Arun Babu, Alexis Conneau, Alexei Baevski, and\nMichael Auli. Toward joint language modeling for speech units and text. 2023.\nArnab Choudhury, Yang Wang, Tuomas Pelkonen, Kutta Srinivasan, Abha Jain, Shenghao Lin, Delia David, Siavash\nSoleimanifard, Michael Chen, Abhishek Yadav, Ritesh Tijoriwala, Denis Samoylov, and Chunqiang Tang. MAST:\nGlobal scheduling of ml training across geo-distributed datacenters at hyperscale. In Proceedings from 18th USENIX\nSymposium on Operating Systems Design and Implementation , 2024.\nAakanksha Chowdhery, Sharan Narang, Jacob Devlin, Maarten Bosma, Gaurav Mishra, Adam Roberts, Paul Barham,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 279, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Aakanksha Chowdhery, Sharan Narang, Jacob Devlin, Maarten Bosma, Gaurav Mishra, Adam Roberts, Paul Barham,\nHyung Won Chung, Charles Sutton, Sebastian Gehrmann, et al. Palm: Scaling language modeling with pathways.\nJournal of Machine Learning Research , 24(240):1–113, 2023.\nHyung Won Chung, Le Hou, Shayne Longpre, Barret Zoph, Yi Tay, William Fedus, Eric Li, Xuezhi Wang, Mostafa\nDehghani, Siddhartha Brahma, Albert Webson, Shixiang Shane Gu, Zhuyun Dai, Mirac Suzgun, Xinyun Chen,\nAakankshaChowdhery, SharanNarang, GauravMishra, AdamsYu, VincentY.Zhao, YanpingHuang, AndrewM.Dai,\nHongkun Yu, Slav Petrov, Ed H. Chi, Jeff Dean, Jacob Devlin, Adam Roberts, Denny Zhou, Quoc V. Le, and Jason\nWei. Scaling instruction-finetuned language models. CoRR, abs/2210.11416, 2022. doi: 10.48550/ARXIV.2210.11416.\nhttps://doi.org/10.48550/arXiv.2210.11416 .", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 280, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "https://doi.org/10.48550/arXiv.2210.11416 .\nPeter Clark, Isaac Cowhey, Oren Etzioni, Tushar Khot, Ashish Sabharwal, Carissa Schoenick, and Oyvind Tafjord.\nThink you have solved question answering? try arc, the ai2 reasoning challenge. arXiv preprint arXiv:1803.05457 ,\n2018.\n77\nKarl Cobbe, Vineet Kosaraju, Mohammad Bavarian, Mark Chen, Heewoo Jun, Lukasz Kaiser, Matthias Plappert,\nJerry Tworek, Jacob Hilton, Reiichiro Nakano, et al. Training verifiers to solve math word problems. arXiv preprint\narXiv:2110.14168 , 2021.\nAlexis Conneau, Min Ma, Simran Khanuja, Yu Zhang, Vera Axelrod, Siddharth Dalmia, Jason Riesa, Clara Rivera,\nand Ankur Bapna. Fleurs: Few-shot learning evaluation of universal representations of speech. In 2022 IEEE Spoken\nLanguage Technology Workshop (SLT) , pages 798–805, 2023. doi: 10.1109/SLT54892.2023.10023141.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 281, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Language Technology Workshop (SLT) , pages 798–805, 2023. doi: 10.1109/SLT54892.2023.10023141.\nMarta R. Costa-jussà, Mariano Coria Meglioli, Pierre Andrews, David Dale, Prangthip Hansanti, Elahe Kalbassi, Alex\nMourachko, Christophe Ropers, and Carleigh Wood. Mutox: Universal multilingual audio-based toxicity dataset\nand zero-shot detector. 2023.\nWenliang Dai, Junnan Li, Dongxu Li, Anthony Meng Huat Tiong, Junqi Zhao, Weisheng Wang, Boyang Li, Pascale\nFung, and Steven Hoi. Instructblip: Towards general-purpose vision-language models with instruction tuning. 2023.\nDatabricks. Introducing MPT-7B: A New Standard for Open-Source, Commercially Usable LLMs blog. https:\n//www.databricks.com/blog/mpt-7b , 2024.\nDeepSeek-AI, Qihao Zhu, Daya Guo, Zhihong Shao, Dejian Yang, Peiyi Wang, Runxin Xu, Y. Wu, Yukun Li, Huazuo", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 282, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Gao, Shirong Ma, Wangding Zeng, Xiao Bi, Zihui Gu, Hanwei Xu, Damai Dai, Kai Dong, Liyue Zhang, Yishi Piao,\nZhibin Gou, Zhenda Xie, Zhewen Hao, Bingxuan Wang, Junxiao Song, Deli Chen, Xin Xie, Kang Guan, Yuxiang\nYou, Aixin Liu, Qiushi Du, Wenjun Gao, Xuan Lu, Qinyu Chen, Yaohui Wang, Chengqi Deng, Jiashi Li, Chenggang\nZhao, Chong Ruan, Fuli Luo, and Wenfeng Liang. Deepseek-coder-v2: Breaking the barrier of closed-source models\nin code intelligence, 2024. https://arxiv.org/abs/2406.11931 .\nJacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. Bert: Pre-training of deep bidirectional\ntransformers for language understanding. arXiv preprint arXiv:1810.04805 , 2018.\nAniket Didolkar, Anirudh Goyal, Nan Rosemary Ke, Siyuan Guo, Michal Valko, Timothy Lillicrap, Danilo Rezende,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 283, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "YoshuaBengio, MichaelMozer, andSanjeevArora. Metacognitivecapabilitiesofllms: Anexplorationinmathematical\nproblem solving. arXiv preprint arXiv:2405.12205 , 2024.\nLi Dong, Nan Yang, Wenhui Wang, Furu Wei, Xiaodong Liu, Yu Wang, Jianfeng Gao, Ming Zhou, and Hsiao-Wuen\nHon. Unified language model pre-training for natural language understanding and generation. Advances in neural\ninformation processing systems , 32, 2019.\nAlexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner,\nMostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, Jakob Uszkoreit, and Neil Houlsby. An image\nis worth 16x16 words: Transformers for image recognition at scale. arXiv:2010.11929 , 2020.\nDheeru Dua, Yizhong Wang, Pradeep Dasigi, Gabriel Stanovsky, Sameer Singh, and Matt Gardner. DROP: A reading\ncomprehension benchmark requiring discrete reasoning over paragraphs. In Jill Burstein, Christy Doran, and", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 284, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "comprehension benchmark requiring discrete reasoning over paragraphs. In Jill Burstein, Christy Doran, and\nThamar Solorio, editors, Proceedings of the 2019 Conference of the North American Chapter of the Association\nfor Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers) , pages 2368–\n2378, Minneapolis, Minnesota, June 2019. Association for Computational Linguistics. doi: 10.18653/v1/N19-1246.\nhttps://aclanthology.org/N19-1246 .\nPatrick Esser, Sumith Kulal, Andreas Blattmann, Rahim Entezari, Jonas Müller, Harry Saini, Yam Levi, Dominik\nLorenz, Axel Sauer, Frederic Boesel, et al. Scaling rectified flow transformers for high-resolution image synthesis.\narXiv preprint arXiv:2403.03206 , 2024.\nHany Farid. An overview of perceptual hashing. Journal of Online Trust and Safety , 1(1), 2021.\nYassir Fathullah, Chunyang Wu, Egor Lakomkin, Ke Li, Junteng Jia, Yuan Shangguan, Jay Mahadeokar, Ozlem", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 285, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Yassir Fathullah, Chunyang Wu, Egor Lakomkin, Ke Li, Junteng Jia, Yuan Shangguan, Jay Mahadeokar, Ozlem\nKalinli, Christian Fuegen, and Mike Seltzer. Audiochatllama: Towards general-purpose speech abilities for llms. In\nProceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics:\nHuman Language Technologies (Volume 1: Long Papers) , pages 5522–5532, 2024.\nWilliam Fedus, Barret Zoph, and Noam Shazeer. Switch transformers: Scaling to trillion parameter models with simple\nand efficient sparsity. Journal of Machine Learning Research , 23(120):1–39, 2022.\nAdithya Gangidi, Rui Miao, Shengbao Zheng, Sai Jayesh Bondu, Guilherme Goes, Hany Morsy, Rohit Puri, Mohammad\nRiftadi, Ashmitha Jeevaraj Shetty, Jingyi Yang, Shuqiang Zhang, Mikel Jimenez Fernandez, Shashidhar Gandham,\nand Hongyi Zeng. RDMA over Ethernet for Distributed AI Training at Meta Scale. In ACM Special Interest Group", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 286, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "and Hongyi Zeng. RDMA over Ethernet for Distributed AI Training at Meta Scale. In ACM Special Interest Group\non Data Communication (SIGCOMM) , 2024.https://doi.org/10.1145/3651890.3672233 .\n78\nLuyu Gao, Aman Madaan, Shuyan Zhou, Uri Alon, Pengfei Liu, Yiming Yang, Jamie Callan, and Graham Neubig. Pal:\nProgram-aided language models. In International Conference on Machine Learning , pages 10764–10799. PMLR,\n2023.\nZorik Gekhman, Gal Yona, Roee Aharoni, Matan Eyal, Amir Feder, Roi Reichart, and Jonathan Herzig. Does\nfine-tuning llms on new knowledge encourage hallucinations?, 2024.\nXinyang Geng and Hao Liu. Openllama: An open reproduction of llama, 2023. https://github.com/openlm-research/\nopen_llama .\nRohit Girdhar, Mannat Singh, Andrew Brown, Quentin Duval, Samaneh Azadi, Sai Saketh Rambhatla, Akbar Shah,\nXi Yin, Devi Parikh, and Ishan Misra. Emu video: Factorizing text-to-video generation by explicit image conditioning.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 287, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Xi Yin, Devi Parikh, and Ishan Misra. Emu video: Factorizing text-to-video generation by explicit image conditioning.\narXiv preprint arXiv:2311.10709 , 2023.\nGemini Team Google. Gemini: A family of highly capable multimodal models. arXiv preprint arXiv:2312.11805 , 2023.\nZhibin Gou, Zhihong Shao, Yeyun Gong, Yujiu Yang, Minlie Huang, Nan Duan, Weizhu Chen, et al. Tora: A\ntool-integrated reasoning agent for mathematical problem solving. arXiv preprint arXiv:2309.17452 , 2023.\nDirk Groeneveld, Iz Beltagy, Pete Walsh, Akshita Bhagia, Rodney Kinney, Oyvind Tafjord, Ananya Harsh Jha, Hamish\nIvison, Ian Magnusson, Yizhong Wang, Shane Arora, David Atkinson, Russell Authur, Khyathi Raghavi Chandu,\nArman Cohan, Jennifer Dumas, Yanai Elazar, Yuling Gu, Jack Hessel, Tushar Khot, William Merrill, Jacob Morrison,", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 288, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Arman Cohan, Jennifer Dumas, Yanai Elazar, Yuling Gu, Jack Hessel, Tushar Khot, William Merrill, Jacob Morrison,\nNiklas Muennighoff, Aakanksha Naik, Crystal Nam, Matthew E. Peters, Valentina Pyatkin, Abhilasha Ravichander,\nDustin Schwenk, Saurabh Shah, Will Smith, Emma Strubell, Nishant Subramani, Mitchell Wortsman, Pradeep Dasigi,\nNathan Lambert, Kyle Richardson, Luke Zettlemoyer, Jesse Dodge, Kyle Lo, Luca Soldaini, Noah A. Smith, and\nHannaneh Hajishirzi. Olmo: Accelerating the science of language models, 2024. https://arxiv.org/abs/2402.00838 .\nAnmol Gulati, James Qin, Chung-Cheng Chiu, Niki Parmar, Yu Zhang, Jiahui Yu, Wei Han, Shibo Wang, Zhengdong\nZhang, Yonghui Wu, et al. Conformer: Convolution-augmented transformer for speech recognition. arXiv preprint\narXiv:2005.08100 , 2020.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 289, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "arXiv:2005.08100 , 2020.\nZhifang Guo, Yichong Leng, Yihan Wu, Sheng Zhao, and Xu Tan. Prompttts: Controllable text-to-speech with text\ndescriptions. In ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing\n(ICASSP) , pages 1–5. IEEE, 2023.\nVipul Gupta, David Pantoja, Candace Ross, Adina Williams, and Megan Ung. Changing answer order can decrease\nmmlu accuracy. arXiv preprint:2406.19470 , 2024.https://arxiv.org/abs/2406.19470 .\nSuchin Gururangan, Ana Marasovic, Swabha Swayamdipta, Kyle Lo, Iz Beltagy, Doug Downey, and Noah A. Smith.\nDon’t stop pretraining: Adapt language models to domains and tasks. In Dan Jurafsky, Joyce Chai, Natalie\nSchluter, and Joel R. Tetreault, editors, Proceedings of the 58th Annual Meeting of the Association for Computational\nLinguistics, ACL 2020, Online, July 5-10, 2020 , pages 8342–8360. Association for Computational Linguistics, 2020.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 290, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Linguistics, ACL 2020, Online, July 5-10, 2020 , pages 8342–8360. Association for Computational Linguistics, 2020.\ndoi: 10.18653/V1/2020.ACL-MAIN.740. https://doi.org/10.18653/v1/2020.acl-main.740 .\nMomchil Hardalov, Todor Mihaylov, Dimitrina Zlatkova, Yoan Dinkov, Ivan Koychev, and Preslav Nakov. EXAMS: A\nmulti-subject high school examinations dataset for cross-lingual and multilingual question answering. In Bonnie\nWebber, Trevor Cohn, Yulan He, and Yang Liu, editors, Proceedings of the 2020 Conference on Empirical Methods\nin Natural Language Processing (EMNLP) , pages 5427–5444, Online, November 2020. Association for Computational\nLinguistics. doi: 10.18653/v1/2020.emnlp-main.438. https://aclanthology.org/2020.emnlp-main.438 .", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 291, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Thomas Hartvigsen, Saadia Gabriel, Hamid Palangi, Maarten Sap, Dipankar Ray, and Ece Kamar. Toxigen: A largescale machine-generated dataset for adversarial and implicit hate speech detection. arXiv preprint arXiv:2203.09509 ,\n2022.\nDan Hendrycks, Collin Burns, Steven Basart, Andy Zou, Mantas Mazeika, Dawn Song, and Jacob Steinhardt. Measuring\nmassive multitask language understanding. In 9th International Conference on Learning Representations, ICLR 2021,\nVirtual Event, Austria, May 3-7, 2021 . OpenReview.net, 2021a. https://openreview.net/forum?id=d7KBjmI3GmQ .\nDan Hendrycks, Collin Burns, Saurav Kadavath, Akul Arora, Steven Basart, Eric Tang, Dawn Song, and Jacob\nSteinhardt. Measuring mathematical problem solving with the MATH dataset. In Joaquin Vanschoren and Sai-Kit\nYeung, editors, Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmarks 1,\nNeurIPS Datasets and Benchmarks 2021, December 2021, virtual , 2021b.https://datasets-benchmarks-proceedings.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 292, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "NeurIPS Datasets and Benchmarks 2021, December 2021, virtual , 2021b.https://datasets-benchmarks-proceedings.\nneurips.cc/paper/2021/hash/be83ab3ecd0db773eb2dc1b0a17836a1-Abstract-round2.html .\nJordan Hoffmann, Sebastian Borgeaud, Arthur Mensch, Elena Buchatskaya, Trevor Cai, Eliza Rutherford, Diego\nde Las Casas, Lisa Anne Hendricks, Johannes Welbl, Aidan Clark, Tom Hennigan, Eric Noland, Katie Millican,\n79\nGeorge van den Driessche, Bogdan Damoc, Aurelia Guy, Simon Osindero, Karen Simonyan, Erich Elsen, Jack W Rae,\nOriol Vinyals, and Laurent Sifre. Training compute-optimal large language models. arXiv preprint arXiv:2203.15556 ,\n2022.\nYanping Huang, Youlong Cheng, Ankur Bapna, Orhan Firat, Mia Xu Chen, Dehao Chen, HyoukJoong Lee, Jiquan\nNgiam, Quoc V. Le, Yonghui Wu, and Zhifeng Chen. Gpipe: Efficient training of giant neural networks using\npipeline parallelism, 2019.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 293, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "pipeline parallelism, 2019.\nHakan Inan, Kartikeya Upasani, Jianfeng Chi, Rashi Rungta, Krithika Iyer, Yuning Mao, Michael Tontchev, Qing\nHu, Brian Fuller, Davide Testuginne, and Madian Khabsa. Llama guard: Llm-based input-output safeguard for\nhuman-ai conversations. 2023.\nDaphne Ippolito, Florian Tramer, Milad Nasr, Chiyuan Zhang, Matthew Jagielski, Katherine Lee, Christopher\nChoquette Choo, and Nicholas Carlini. Preventing generation of verbatim memorization in language models\ngives a false sense of privacy. In C. Maria Keet, Hung-Yi Lee, and Sina Zarrieß, editors, Proceedings of the 16th\nInternational Natural Language Generation Conference , pages 28–53, Prague, Czechia, September 2023. Association\nfor Computational Linguistics. doi: 10.18653/v1/2023.inlg-main.3. https://aclanthology.org/2023.inlg-main.3 .\nPavel Izmailov, Dmitrii Podoprikhin, Timur Garipov, Dmitry Vetrov, and Andrew Gordon Wilson. Averaging weights", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 294, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Pavel Izmailov, Dmitrii Podoprikhin, Timur Garipov, Dmitry Vetrov, and Andrew Gordon Wilson. Averaging weights\nleads to wider optima and better generalization, 2019. https://arxiv.org/abs/1803.05407 .\nAndrew Jaegle, Felix Gimeno, Andrew Brock, Andrew Zisserman, Oriol Vinyals, and Joao Carreira. Perceiver: General\nperception with iterative attention. arXiv preprint arXiv:2103.03206 , 2021.\nMeng Ji, Meng Ji, Pierrette Bouillon, and Mark Seligman. Cultural and Linguistic Bias of Neural Machine Translation\nTechnology , page 100–128. Studies in Natural Language Processing. Cambridge University Press, 2023.\nRobin Jia and Percy Liang. Adversarial examples for evaluating reading comprehension systems. In Martha Palmer,\nRebecca Hwa, and Sebastian Riedel, editors, Proceedings of the 2017 Conference on Empirical Methods in Natural\nLanguage Processing , pages 2021–2031, Copenhagen, Denmark, September 2017. Association for Computational\nLinguistics. doi: 10.18653/v1/D17-1215. https://aclanthology.org/D17-1215 .", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 295, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Linguistics. doi: 10.18653/v1/D17-1215. https://aclanthology.org/D17-1215 .\nAlbert Q Jiang, Alexandre Sablayrolles, Arthur Mensch, Chris Bamford, Devendra Singh Chaplot, Diego de las Casas,\nFlorian Bressand, Gianna Lengyel, Guillaume Lample, Lucile Saulnier, Lélio Renard Lavaud, Marie-Anne Lachaux,\nPierre Stock, Teven Le Scao, Thibaut Lavril, Thomas Wang, Timothée Lacroix, and William El Sayed. Mistral 7b.\narXiv preprint arXiv:2310.06825 , 2023.\nAlbert Q Jiang, Alexandre Sablayrolles, Antoine Roux, Arthur Mensch, Blanche Savary, Chris Bamford, Devendra Singh\nChaplot, Diego de las Casas, Emma Bou Hanna, Florian Bressand, et al. Mixtral of experts. arXiv preprint\narXiv:2401.04088 , 2024.\nJeff Johnson, Matthijs Douze, and Hervé Jégou. Billion-scale similarity search with gpus. IEEE Transactions on Big\nData, 7(3):535–547, 2019.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 296, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Data, 7(3):535–547, 2019.\nMandar Joshi, Eunsol Choi, Daniel Weld, and Luke Zettlemoyer. TriviaQA: A large scale distantly supervised\nchallenge dataset for reading comprehension. In Regina Barzilay and Min-Yen Kan, editors, Proceedings of the\n55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages 1601–\n1611, Vancouver, Canada, July 2017. Association for Computational Linguistics. doi: 10.18653/v1/P17-1147.\nhttps://aclanthology.org/P17-1147 .\nArmand Joulin, Edouard Grave, Piotr Bojanowski, and Tomas Mikolov. Bag of tricks for efficient text classification.\nInProceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics:\nVolume 2, Short Papers , pages 427–431. Association for Computational Linguistics, April 2017.\nNal Kalchbrenner, Erich Elsen, Karen Simonyan, Seb Noury, Norman Casagrande, Edward Lockhart, Florian Stimberg,\nAaron Oord, Sander Dieleman, and Koray Kavukcuoglu. Efficient neural audio synthesis. In International Conference", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 297, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Aaron Oord, Sander Dieleman, and Koray Kavukcuoglu. Efficient neural audio synthesis. In International Conference\non Machine Learning , pages 2410–2419. PMLR, 2018.\nGregory Kamradt. Llmtest_needleinahaystack. https://github.com/gkamradt/LLMTest_NeedleInAHaystack/blob/\nmain/README.md , 2023.\nWonjune Kang, Yun Wang, Shun Zhang, Arthur Hinsvark, and Qing He. Multi-task learning for front-end text\nprocessing in tts. In ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing\n(ICASSP) , pages 10796–10800, 2024. doi: 10.1109/ICASSP48485.2024.10446241.\n80\nJared Kaplan, Sam McCandlish, Tom Henighan, Tom B. Brown, Benjamin Chess, Rewon Child, Scott Gray, Alec\nRadford, Jeffrey Wu, and Dario Amodei. Scaling laws for neural language models. arXiv preprint arXiv:2001.08361 ,\n2020.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 298, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Radford, Jeffrey Wu, and Dario Amodei. Scaling laws for neural language models. arXiv preprint arXiv:2001.08361 ,\n2020.\nAly M. Kassem, Omar Mahmoud, Niloofar Mireshghallah, Hyunwoo Kim, Yulia Tsvetkov, Yejin Choi, Sherif Saad,\nand Santu Rana. Alpaca against vicuna: Using llms to uncover memorization of llms, 2024. https://arxiv.org/abs/\n2403.04801 .\nTimo Kaufmann, Paul Weng, Viktor Bengs, and Eyke Hüllermeier. A survey of reinforcement learning from human\nfeedback. arXiv preprint arXiv:2312.14925 , 2023.\nAniruddha Kembhavi, Michael Salvato, Eric Kolve, Minjoon Seo, Hannaneh Hajishirzi, and Ali Farhadi. A diagram is\nworth a dozen images. ArXiv, abs/1603.07396, 2016. https://api.semanticscholar.org/CorpusID:2682274 .\nEugene Kharitonov, Ann Lee, Adam Polyak, Yossi Adi, Jade Copet, Kushal Lakhotia, Tu-Anh Nguyen, Morgane", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 299, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Eugene Kharitonov, Ann Lee, Adam Polyak, Yossi Adi, Jade Copet, Kushal Lakhotia, Tu-Anh Nguyen, Morgane\nRivière, Abdelrahman Mohamed, Emmanuel Dupoux, et al. Text-free prosody-aware generative spoken language\nmodeling. arXiv preprint arXiv:2109.03264 , 2021.\nDouwe Kiela, Max Bartolo, Yixin Nie, Divyansh Kaushik, Atticus Geiger, Zhengxuan Wu, Bertie Vidgen, Grusha\nPrasad, Amanpreet Singh, Pratik Ringshia, Zhiyi Ma, Tristan Thrush, Sebastian Riedel, Zeerak Waseem, Pontus\nStenetorp, Robin Jia, Mohit Bansal, Christopher Potts, and Adina Williams. Dynabench: Rethinking benchmarking\nin NLP. In Kristina Toutanova, Anna Rumshisky, Luke Zettlemoyer, Dilek Hakkani-Tur, Iz Beltagy, Steven\nBethard, Ryan Cotterell, Tanmoy Chakraborty, and Yichao Zhou, editors, Proceedings of the 2021 Conference of the\nNorth American Chapter of the Association for Computational Linguistics: Human Language Technologies , pages", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 100, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "its class. In particular, Llama 3 405B substantially outperforms prior open-source models. For long-context,\nwe present more comprehensive results (including probing tasks like needle-in-a-haystack) in Section 5.2.\n5.1.2 Model Robustness\nIn addition to performance on benchmarks, robustness is an important factor in the quality of pre-trained\nlanguage models. We investigate the robustness of our pre-trained language models to design choices in\nmultiple-choice question (MCQ) setups. Prior work has reported that model performance can be sensitive to\nseemingly arbitrary design choices in such setups, for example, model scores and even rankings may change\nwith the order and labels of the in-context examples (Lu et al., 2022; Zhao et al., 2021; Robinson and Wingate,\n2023; Liang et al., 2022; Gupta et al., 2024), the exact format of the prompt (Weber et al., 2023b; Mishra\net al., 2022), or the answer choice format and order (Alzahrani et al., 2024; Wang et al., 2024a; Zheng et al.,\n2023). Motivated by this work, we use the MMLU benchmark to evaluate the robustness of our pre-trained", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 101, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "2023). Motivated by this work, we use the MMLU benchmark to evaluate the robustness of our pre-trained\nmodels to: (1)few-shot label bias, (2)label variants, (3)answer order, and (4)prompt format:\n•Few-shot label bias. Following Zheng et al. (2023) and Weber et al. (2023a), we investigate the impact\nof the distribution of labels in four-shot examples. Specifically, we consider settings in which: (1) all\n30\nCommonsense Understanding\nCommonSenseQA PiQA SiQA OpenBookQA Winogrande\nLlama 3 8B 75.0±2.5 81.0±1.849.5±2.245.0±4.4 75.7±2.0\nMistral 7B 71.2±2.6 83.0 ±1.748.2±2.247.8±4.4 78.1±1.9\nGemma 7B 74.4±2.5 81.5±1.8 51.8±2.2 52.8 ±4.4 74.7±2.0", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 102, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Llama 3 70B 84.1±2.1 83.8±1.7 52.2±2.247.6±4.4 83.5±1.7\nMixtral 8 ×22B 82.4±2.2 85.5 ±1.651.6±2.2 50.8 ±4.4 84.7±1.7\nLlama 3 405B 85.8 ±2.0 85.6 ±1.6 53.7±2.2 49.2 ±4.4 82.2±1.8\nGPT-4 – – – – 87.5±1.5\nNemotron 4 340B – – – – 89.5 ±1.4\nTable 11 Pre-trained model performance on commonsense understanding tasks. Results include 95% confidence intervals.\nMath and Reasoning\nGSM8K MATH ARC-C DROP WorldSense\nLlama 3 8B 57.2±2.720.3±1.1 79.7±2.3 59.5 ±1.045.5±0.3\nMistral 7B 52.5±2.713.1±0.978.2±2.453.0±1.044.9±0.3", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 103, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Mistral 7B 52.5±2.713.1±0.978.2±2.453.0±1.044.9±0.3\nGemma 7B 46.4±2.7 24.3 ±1.278.6±2.456.3±1.0 46.0 ±0.3\nLlama 3 70B 83.7±2.041.4±1.4 92.9±1.5 79.6±0.8 61.1±0.3\nMixtral 8 ×22B 88.4 ±1.7 41.8±1.491.9±1.677.5±0.851.5±0.3\nLlama 3 405B 89.0±1.7 53.8 ±1.496.1±1.1 84.8 ±0.7 63.7±0.3\nGPT-4 92.0 ±1.5 – 96.3±1.180.9±0.8 –\nNemotron 4 340B – –94.3±1.3 – –\nGemini Ultra 88.9♢±1.753.2±1.4 –82.4△±0.8 –", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 104, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Gemini Ultra 88.9♢±1.753.2±1.4 –82.4△±0.8 –\nTable 12 Pre-trained model performance on math and reasoning tasks. Results include 95% confidence intervals.♢11-shot.\n△Variable shot.\nGeneral\nMMLU MMLU-Pro AGIEval BB Hard\nLlama 3 8B 66.7 37.1 47.8±1.9 64.2 ±1.2\nMistral 7B 63.6 32.5 42.7±1.956.8±1.2\nGemma 7B 64.3 35.1 46.0±1.957.7±1.2\nLlama 3 70B 79.3 53.8 64.6 ±1.9 81.6±0.9\nMixtral 8 ×22B 77.8 51.5 61.5±1.979.5±1.0\nLlama 3 405B 85.2 61.6 71.6±1.8 85.9 ±0.8\nGPT-4 86.4 – – –\nNemotron 4 340B 81.1 – –85.4±0.9\nGemini Ultra 83.7 – –83.6±0.9", "title": "The Llama 3 Herd of Models", "year": 2024 }

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{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 105, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Nemotron 4 340B 81.1 – –85.4±0.9\nGemini Ultra 83.7 – –83.6±0.9\nTable 13 Pre-trained model performance on general language tasks. Results include 95% confidence intervals.\n31\n[A. B. C. D.] [A) B) C) D)] [1 2 3 4] [$ & # @] [ § ü]\n30405060708090Micro accuracyLlama 3 8B\nLlama 3 70B\nLlama 3 405B\nLlama 3 8B Llama 3 70B Llama 3 405B30405060708090100Micro accuracyABCD\nAADDBBCC\nAAAAFigure13 Robustnessofourpre-trainedlanguagemodelstodifferentdesignchoicesintheMMLUbenchmark. Left:Performance\nfor different label variants. Right:Performance for different labels present in few-shot examples.\nLlama 3 8B Llama 3 70B Llama 3 405B6065707580859095100Micro accuracy\nPermutation distance\n0\n23\n4\nLlama 3 8B Llama 3 70B Llama 3 405B6570758085Micro accuracy", "title": "The Llama 3 Herd of Models", "year": 2024 }

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[ { "id": "2201.11903" } ]

{ "authors": "Abhimanyu Dubey,Abhinav Jauhri,Abhinav Pandey,Abhishek Kadian,Ahmad Al-Dahle,Aiesha Letman,Akhil Mathur,Alan Schelten,Amy Yang,Angela Fan,Anirudh Goyal,Anthony Hartshorn,Aobo Yang,Archi Mitra,Archie Sravankumar,Artem Korenev,Arthur Hinsvark,Arun Rao,Aston Zhang,Aurelien Rodriguez,Austen Gregerson,Ava Spataru,Baptiste Roziere,Bethany Biron,Binh Tang,Bobbie Chern,Charlotte Caucheteux,Chaya Nayak,Chloe Bi,Chris Marra,Chris McConnell,Christian Keller,Christophe Touret,Chunyang Wu,Corinne Wong,Cristian Canton Ferrer,Cyrus Nikolaidis,Damien Allonsius,Daniel Song,Danielle Pintz,Danny Livshits,David Esiobu,Dhruv Choudhary,Dhruv Mahajan,Diego Garcia-Olano,Diego Perino,Dieuwke Hupkes,Egor Lakomkin,Ehab AlBadawy,Elina Lobanova,Emily Dinan,Eric Michael Smith,Filip Radenovic,Frank Zhang,Gabriel Synnaeve,Gabrielle Lee,Georgia Lewis Anderson,Graeme Nail,Gregoire Mialon,Guan Pang,Guillem Cucurell,Hailey Nguyen,Hannah Korevaar,Hu Xu,Hugo Touvron,Iliyan Zarov,Imanol Arrieta Ibarra,Isabel Kloumann,Ishan Misra,Ivan Evtimov,Jade Copet,Jaewon Lee,Jan Geffert,Jana Vranes,Jason Park,Jay Mahadeokar,Jeet Shah,Jelmer van der Linde,Jennifer Billock,Jenny Hong,Jenya Lee,Jeremy Fu,Jianfeng Chi,Jianyu Huang,Jiawen Liu,Jie Wang,Jiecao Yu,Joanna Bitton,Joe Spisak,Jongsoo Park,Joseph Rocca,Joshua Johnstun,Joshua Saxe,Junteng Jia,Kalyan Vasuden Alwala,Kartikeya Upasani,Kate Plawiak,Ke Li,Kenneth Heafield,Kevin Stone,Khalid El-Arini,Krithika Iyer,Kshitiz Malik,Kuenley Chiu,Kunal Bhalla,Lauren Rantala-Yeary,Laurens van der Maaten,Lawrence Chen,Liang Tan,Liz Jenkins,Louis Martin,Lovish Madaan,Lubo Malo,Lukas Blecher,Lukas Landzaat,Luke de Oliveira,Madeline Muzzi,Mahesh Pasupuleti,Mannat Singh,Manohar Paluri,Marcin Kardas,Mathew Oldham,Mathieu Rita,Maya Pavlova,Melanie Kambadur,Mike Lewis,Min Si,Mitesh Kumar Singh,Mona Hassan,Naman Goyal,Narjes Torabi,Nikolay Bashlykov,Nikolay Bogoychev,Niladri Chatterji,Olivier Duchenne,Onur Çelebi,Patrick Alrassy,Pengchuan Zhang,Pengwei Li,Petar Vasic,Peter Weng,Prajjwal Bhargava,Pratik Dubal,Praveen Krishnan,Punit Singh Koura,Puxin Xu,Qing He,Qingxiao Dong,Ragavan Srinivasan,Raj Ganapathy,Ramon Calderer,Ricardo Silveira Cabral,Robert Stojnic,Roberta Raileanu,Rohit Girdhar,Rohit Patel,Romain Sauvestre,Ronnie Polidoro,Roshan Sumbaly,Ross Taylor,Ruan Silva,Rui Hou,Rui Wang,Saghar Hosseini,Sahana Chennabasappa,Sanjay Singh,Sean Bell,Seohyun Sonia Kim,Sergey Edunov,Shaoliang Nie,Sharan Narang,Sharath Raparthy,Sheng Shen,Shengye Wan,Shruti Bhosale,Shun Zhang,Simon Vandenhende,Soumya Batra,Spencer Whitman,Sten Sootla,Stephane Collot,Suchin Gururangan,Sydney Borodinsky,Tamar Herman,Tara Fowler,Tarek Sheasha,Thomas Georgiou,Thomas Scialom,Tobias Speckbacher,Todor Mihaylov,Tong Xiao,Ujjwal Karn,Vedanuj Goswami,Vibhor Gupta,Vignesh Ramanathan,Viktor Kerkez,Vincent Gonguet,Virginie Do,Vish Vogeti,Vladan Petrovic,Weiwei Chu,Wenhan Xiong,Wenyin Fu,Whitney Meers,Xavier Martinet,Xiaodong Wang,Xiaoqing Ellen Tan,Xinfeng Xie,Xuchao Jia,Xuewei Wang,Yaelle Goldschlag,Yashesh Gaur,Yasmine Babaei,Yi Wen,Yiwen Song,Yuchen Zhang,Yue Li,Yuning Mao,Zacharie Delpierre Coudert,Zheng Yan,Zhengxing Chen,Zoe Papakipos,Aaditya Singh,Aaron Grattafiori,Abha Jain,Adam Kelsey,Adam Shajnfeld,Adithya Gangidi,Adolfo Victoria,Ahuva Goldstand,Ajay Menon,Ajay Sharma,Alex Boesenberg,Alex Vaughan,Alexei Baevski,Allie Feinstein,Amanda Kallet,Amit Sangani,Anam Yunus,Andrei Lupu,Andres Alvarado,Andrew Caples,Andrew Gu,Andrew Ho,Andrew Poulton,Andrew Ryan,Ankit Ramchandani,Annie Franco,Aparajita Saraf,Arkabandhu Chowdhury,Ashley Gabriel,Ashwin Bharambe,Assaf Eisenman,Azadeh Yazdan,Beau James,Ben Maurer,Benjamin Leonhardi,Bernie Huang,Beth Loyd,Beto De Paola,Bhargavi Paranjape,Bing Liu,Bo Wu,Boyu Ni,Braden Hancock,Bram Wasti,Brandon Spence,Brani Stojkovic,Brian Gamido,Britt Montalvo,Carl Parker,Carly Burton,Catalina Mejia,Changhan Wang,Changkyu Kim,Chao Zhou,Chester Hu,Ching-Hsiang Chu,Chris Cai,Chris Tindal,Christoph Feichtenhofer,Damon Civin,Dana Beaty,Daniel Kreymer,Daniel Li,Danny Wyatt,David Adkins,David Xu,Davide Testuggine,Delia David,Devi Parikh,Diana Liskovich,Didem Foss,Dingkang Wang,Duc Le,Dustin Holland,Edward Dowling,Eissa Jamil,Elaine Montgomery,Eleonora Presani,Emily Hahn,Emily Wood,Erik Brinkman,Esteban Arcaute,Evan Dunbar,Evan Smothers,Fei Sun,Felix Kreuk,Feng Tian,Firat Ozgenel,Francesco Caggioni,Francisco Guzmán,Frank Kanayet,Frank Seide,Gabriela Medina Florez,Gabriella Schwarz,Gada Badeer,Georgia Swee,Gil Halpern,Govind Thattai,Grant Herman,Grigory Sizov,Guangyi,Zhang,Guna Lakshminarayanan,Hamid Shojanazeri,Han Zou,Hannah Wang,Hanwen Zha,Haroun Habeeb,Harrison Rudolph,Helen Suk,Henry Aspegren,Hunter Goldman,Ibrahim Damlaj,Igor Molybog,Igor Tufanov,Irina-Elena Veliche,Itai Gat,Jake Weissman,James Geboski,James Kohli,Japhet Asher,Jean-Baptiste Gaya,Jeff Marcus,Jeff Tang,Jennifer Chan,Jenny Zhen,Jeremy Reizenstein,Jeremy Teboul,Jessica Zhong,Jian Jin,Jingyi Yang,Joe Cummings,Jon Carvill,Jon Shepard,Jonathan McPhie,Jonathan Torres,Josh Ginsburg,Junjie Wang,Kai Wu,Kam Hou U,Karan Saxena,Karthik Prasad,Kartikay Khandelwal,Katayoun Zand,Kathy Matosich,Kaushik Veeraraghavan,Kelly Michelena,Keqian Li,Kun Huang,Kunal Chawla,Kushal Lakhotia,Kyle Huang,Lailin Chen,Lakshya Garg,Lavender A,Leandro Silva,Lee Bell,Lei Zhang,Liangpeng Guo,Licheng Yu,Liron Moshkovich,Luca Wehrstedt,Madian Khabsa,Manav Avalani,Manish Bhatt,Maria Tsimpoukelli,Martynas Mankus,Matan Hasson,Matthew Lennie,Matthias Reso,Maxim Groshev,Maxim Naumov,Maya Lathi,Meghan Keneally,Michael L. Seltzer,Michal Valko,Michelle Restrepo,Mihir Patel,Mik Vyatskov,Mikayel Samvelyan,Mike Clark,Mike Macey,Mike Wang,Miquel Jubert Hermoso,Mo Metanat,Mohammad Rastegari,Munish Bansal,Nandhini Santhanam,Natascha Parks,Natasha White,Navyata Bawa,Nayan Singhal,Nick Egebo,Nicolas Usunier,Nikolay Pavlovich Laptev,Ning Dong,Ning Zhang,Norman Cheng,Oleg Chernoguz,Olivia Hart,Omkar Salpekar,Ozlem Kalinli,Parkin Kent,Parth Parekh,Paul Saab,Pavan Balaji,Pedro Rittner,Philip Bontrager,Pierre Roux,Piotr Dollar,Polina Zvyagina,Prashant Ratanchandani,Pritish Yuvraj,Qian Liang,Rachad Alao,Rachel Rodriguez,Rafi Ayub,Raghotham Murthy,Raghu Nayani,Rahul Mitra,Raymond Li,Rebekkah Hogan,Robin Battey,Rocky Wang,Rohan Maheswari,Russ Howes,Ruty Rinott,Sai Jayesh Bondu,Samyak Datta,Sara Chugh,Sara Hunt,Sargun Dhillon,Sasha Sidorov,Satadru Pan,Saurabh Verma,Seiji Yamamoto,Sharadh Ramaswamy,Shaun Lindsay,Shaun Lindsay,Sheng Feng,Shenghao Lin,Shengxin Cindy Zha,Shiva Shankar,Shuqiang Zhang,Shuqiang Zhang,Sinong Wang,Sneha Agarwal,Soji Sajuyigbe,Soumith Chintala,Stephanie Max,Stephen Chen,Steve Kehoe,Steve Satterfield,Sudarshan Govindaprasad,Sumit Gupta,Sungmin Cho,Sunny Virk,Suraj Subramanian,Sy Choudhury,Sydney Goldman,Tal Remez,Tamar Glaser,Tamara Best,Thilo Kohler,Thomas Robinson,Tianhe Li,Tianjun Zhang,Tim Matthews,Timothy Chou,Tzook Shaked,Varun Vontimitta,Victoria Ajayi,Victoria Montanez,Vijai Mohan,Vinay Satish Kumar,Vishal Mangla,Vítor Albiero,Vlad Ionescu,Vlad Poenaru,Vlad Tiberiu Mihailescu,Vladimir Ivanov,Wei Li,Wenchen Wang,Wenwen Jiang,Wes Bouaziz,Will Constable,Xiaocheng Tang,Xiaofang Wang,Xiaojian Wu,Xiaolan Wang,Xide Xia,Xilun Wu,Xinbo Gao,Yanjun Chen,Ye Hu,Ye Jia,Ye Qi,Yenda Li,Yilin Zhang,Ying Zhang,Yossi Adi,Youngjin Nam,Yu,Wang,Yuchen Hao,Yundi Qian,Yuzi He,Zach Rait,Zachary DeVito,Zef Rosnbrick,Zhaoduo Wen,Zhenyu Yang,Zhiwei Zhao", "chunk_id": 106, "doc_id": "2407.21783", "primary_category": "cs.AI", "published": 20240731, "source": "http://arxiv.org/pdf/2407.21783", "summary": "Modern artificial intelligence (AI) systems are powered by foundation models.\nThis paper presents a new set of foundation models, called Llama 3. It is a\nherd of language models that natively support multilinguality, coding,\nreasoning, and tool usage. Our largest model is a dense Transformer with 405B\nparameters and a context window of up to 128K tokens. This paper presents an\nextensive empirical evaluation of Llama 3. We find that Llama 3 delivers\ncomparable quality to leading language models such as GPT-4 on a plethora of\ntasks. We publicly release Llama 3, including pre-trained and post-trained\nversions of the 405B parameter language model and our Llama Guard 3 model for\ninput and output safety. The paper also presents the results of experiments in\nwhich we integrate image, video, and speech capabilities into Llama 3 via a\ncompositional approach. We observe this approach performs competitively with\nthe state-of-the-art on image, video, and speech recognition tasks. The\nresulting models are not yet being broadly released as they are still under\ndevelopment.", "text": "Permutation distance\n0\n23\n4\nLlama 3 8B Llama 3 70B Llama 3 405B6570758085Micro accuracy\nFigure14 Robustnessofourpre-trainedlanguagemodelstodifferentdesignchoicesintheMMLUbenchmark. Left:Performance\nfor different answer orders. Right:Performance for different prompt formats.\nfew-shot examples have the same label ( A A A A ); (2) all examples have a different label ( A B C D );\nand (3) there are only two labels present ( A A B B andC C D D ).\n•Label variants. We also study model response to different choice token sets. We consider the two sets\nproposed by Alzahrani et al. (2024): namely, a set of common language independent tokens ( $ & #\n@) and a of rare tokens ( œ § зü) that do not have any implicit relative order. We also consider two\nversions of the canonical labels ( A. B. C. D. andA) B) C) D) ) and a numerical list ( 1. 2. 3. 4. ).\n•Answer order. Following Wang et al. (2024a), we compute how stable the results are across different\nanswer orders. To compute this, we remap all the answers in the dataset according to a fixed permutation.", "title": "The Llama 3 Herd of Models", "year": 2024 }

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