pszemraj
/

pegasus-x-large-book_synthsumm

@@ -35,8 +35,6 @@ parameters
 - Created: `2023-11-28T19:05:49.579673`
 ## ASR-whisper-rpunctuated_Noam Chomsky, Fundam_1669853561_0_part1_summary
 The speaker discusses fundamental computational operations in constructing syntactic objects, emphasizing the importance of genuine explanations and reorganization of data. They also discuss the limitations of neural nets for computation and the role of the brain in language development.
@@ -49,7 +47,6 @@ Section Scores for ASR-whisper-rpunctuated_Noam Chomsky, Fundam_1669853561_0_par
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 ## ASR-whisper-rpunctuated_Noam Chomsky, Fundam_1669853631_0_part2_summary
 The speaker discusses the concept of merge in linguistics, focusing on its limitations and potential applications. They emphasize the need for a genuine explanation and explain how it can be used to solve complex problems such as multidimensionality and unbounded coordination.
@@ -65,7 +62,6 @@ Section Scores for ASR-whisper-rpunctuated_Noam Chomsky, Fundam_1669853631_0_par
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 ## ASRnlp_law_lecture_week_1_v_2_c_transcription_1_summary
 The speaker provides an overview of the course "Natural Language Processing for Law & Social Science," covering topics such as dictionary methods, tocanization, and sentiment analysis. They also discuss the application of these methods in legal and social science, emphasizing the importance of understanding language models and their limitations.
@@ -78,7 +74,6 @@ Section Scores for ASRnlp_law_lecture_week_1_v_2_c_transcription_1_summary:
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 ## ASRnlp_law_lecture_week_2_v_2_c_transcription_2_summary
 The speaker updates the class on upcoming assignments, homework emissions, and other topics related to computer science. They also discuss the importance of document representation learning and transforming documents into restrictions, as well as the use of washing vacterizers and feature selection in text classification. Additionally, they provide examples of successful course projects and offer guidance on selecting a topic for future courses.
@@ -91,7 +86,6 @@ Section Scores for ASRnlp_law_lecture_week_2_v_2_c_transcription_2_summary:
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 ## ASRnlp_law_lecture_week_3_part_1_v_2_c_transcription_3_summary
 The speaker discusses the use of feature selection techniques in social science to identify words associated with specific political parties. They also discuss methods for document distance and dimension reduction, as well as their applications in policy analysis and finance.
@@ -104,7 +98,6 @@ Section Scores for ASRnlp_law_lecture_week_3_part_1_v_2_c_transcription_3_summar
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 ## Emie_dissertation_cleansed_summary
 The dissertation explores the relationship between urban space, material reality, and movement in post-war American and British film noir films. It examines Alfred Zinn's "Act of Violence," a 1948 film noir about a WWII veteran named Frank Enley, who flees Los Angeles to protect his friend Joe Parkson from a German hitman. The film also explores the characters' struggles with reconfiguring their identities through movement and speed, highlighting the tension between realism and formative tendencies in these films.
@@ -120,7 +113,6 @@ Section Scores for Emie_dissertation_cleansed_summary:
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 ## OCR_ML4HLecture02image__summary
 Gunnar Ratsch and Julia Vogt presented a lecture on machine learning for medical image analysis, covering topics such as segmentation, superpixels, Markov random fields, image classification, neural networks, and clinical-grade decision support. They also highlighted the potential use of deep learning in medical imaging and proposed innovative ways to integrate computational pathology into the clinical workflow.
@@ -133,7 +125,6 @@ Section Scores for OCR_ML4HLecture02image__summary:
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 ## OCR_ML4HLecture04RepresentationLearning.pptx__summary
 Gunnar Ratsch presented a lecture on machine learning for health care, covering topics such as computational patient representations, autoencoders, sequence to sequence models, ICU benchmarking, generative models, VAEs, contrastive learning, and improving clinical predictions through unsupervised time series representation learning. He also discussed the use of generative models for interpreting health state representations and the limitations of existing EHR datasets.
@@ -146,7 +137,6 @@ Section Scores for OCR_ML4HLecture04RepresentationLearning.pptx__summary:
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 ## OCR_ML4HLecture05-NLP.pptx__summary
 Gunnar Ratsch and Rita Kuznetsova presented a lecture on machine learning for health care, covering topics such as basic preprocessing steps, text features, LDA algorithms, word embedding models, POS tagging, language modeling, and the use of deep learning in NLP. They also discussed the importance of patient models for precision medicine, clinical notes, and PubMed abstracts.
@@ -159,7 +149,6 @@ Section Scores for OCR_ML4HLecture05-NLP.pptx__summary:
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 ## OCR_PAPER_Hong et al. - 2022 - CogVideo Large-scale Pretraining for Text-to-Video Generation via Transformers-annotated__summary
 The paper explores the use of large-scale transformers for video generation and presents Cog Video, an open-source transformer with 9B parameters trained on 5 million pairs. It introduces a multi-frame rate hierarchical training strategy and demonstrates its effectiveness in generating high-resolution videos. The paper also discusses the human evaluation process and provides examples of samples generated by the model.
@@ -172,7 +161,6 @@ Section Scores for OCR_PAPER_Hong et al. - 2022 - CogVideo Large-scale Pretraini
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 ## OCR_PAPER_Kandpal, Nieto, Jin - 2022 - Music Enhancement via Image Translation and Vocoding-annotated__summary
 The paper explores a solution to enhance music signals through image transformation and waveform synthesis, focusing on polyphonic signal enhancement. It compares the effectiveness of this approach with classical methods and uses a listening test to evaluate its reliability. The authors hope their work will inspire further research and promote the field of music enhancement.
@@ -185,9 +173,6 @@ Section Scores for OCR_PAPER_Kandpal, Nieto, Jin - 2022 - Music Enhancement via
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 ## OCR_PAPER_dall-e-2-annotated__summary
 The paper explores the use of Contrastive Learning (CLIP) for image generation using diffusion models and computer guidance techniques. It shows that explicitly generating images improves image diversity, preserves semantic information, and enables language-guided manipulations. The authors compare their samples with other systems and find that diffusion models outperform autoregressive ones in terms of sample quality and computational efficiency. They also conduct human evaluations to assess the effectiveness of their system.
@@ -200,7 +185,6 @@ Section Scores for OCR_PAPER_dall-e-2-annotated__summary:
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 ## The Most Dangerous Game--Richard Connell_summary
 Richard Connell's "The Most Dangerous Game" is about a sailor named Rainsford who encounters a giant hunter named General Zaroff on the island of Ship-Trap Island. The two men engage in a game of hunting, which turns out to be one of the most dangerous and thrilling hunts in the book. After a year of survival efforts, they capture the giant hunter and win the game.
@@ -213,7 +197,6 @@ Section Scores for The Most Dangerous Game--Richard Connell_summary:
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 ## gpt_peter_testing_group_exemplars_summary
 The text is a collection of conversations and messages between various individuals discussing topics such as Korea, consciousness, self-awareness, cultural differences, hobbies, relationships, hackathons, Star Wars 11, sustainability, quantum machine learning, human manipulation, and personal growth. It also includes hints of potential future collaborations and interactions with Amazon support representatives.
@@ -226,7 +209,6 @@ Section Scores for gpt_peter_testing_group_exemplars_summary:
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 ## navy seals copy pasta_summary
 The main character is a sniper with extensive combat experience and access to the arsenal of the United States Marine Corps. He plans to wipe out his enemies with precision, using unarmed combat and his network of spies in the U.S. to do so.
@@ -239,7 +221,6 @@ Section Scores for navy seals copy pasta_summary:
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 ## script_findingnemo_summary
 "Finding Nemo" is a Disney film about a clownfish named Nemo and his father, Marlin. Nemo's first day at school is interrupted by a search for his son, who has been taken away by divers. Despite the efforts of various characters, Nemo manages to escape and reunite with his family in Sydney.
@@ -255,7 +236,6 @@ Section Scores for script_findingnemo_summary:
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 ## script_frozendisney_summary
 "Frozen" is a Disney film directed by Jennifer Lee about a princess named Anna who falls in love with a man named Hans. Despite her family's protests, she marries him and becomes the new queen of the kingdom, despite Elsa's icy powers. The film explores themes of love, friendship, and the challenges of being a princess in a frozen world.
@@ -271,7 +251,6 @@ Section Scores for script_frozendisney_summary:
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 ## script_strangersonatrain_summary
 "Strawberries on a Train" is a 1956 film directed by Raymond Chandler about a young man named Bruno Anthony who plans to murder his estranged wife Miriam. Guy Haines, a well-known tennis player, befriends Bruno and becomes involved in the plot. After Miriam's murder, Guy is pursued by the police, who discover that he had an alibi for the murder. The film ends with Anne and Guy embracing and expressing their love for each other.
@@ -290,7 +269,6 @@ Section Scores for script_strangersonatrain_summary:
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 ## script_sunsetblvd._summary
 "Sunset Boulevard" is a screenplay by Charles Brackett and Billy Wilder, set in Los Angeles in the early 1900s. It follows the story of Joe Gillis, an opium smuggler, and his relationship with Norma Desmond, a well-known movie actress. The screenplay explores themes of love, betrayal, and the complexities of human relationships.
@@ -306,4 +284,3 @@ Section Scores for script_sunsetblvd._summary:
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 - Created: `2023-11-28T19:05:49.579673`
 ## ASR-whisper-rpunctuated_Noam Chomsky, Fundam_1669853561_0_part1_summary
 The speaker discusses fundamental computational operations in constructing syntactic objects, emphasizing the importance of genuine explanations and reorganization of data. They also discuss the limitations of neural nets for computation and the role of the brain in language development.
 ---
 ## ASR-whisper-rpunctuated_Noam Chomsky, Fundam_1669853631_0_part2_summary
 The speaker discusses the concept of merge in linguistics, focusing on its limitations and potential applications. They emphasize the need for a genuine explanation and explain how it can be used to solve complex problems such as multidimensionality and unbounded coordination.
 ---
 ## ASRnlp_law_lecture_week_1_v_2_c_transcription_1_summary
 The speaker provides an overview of the course "Natural Language Processing for Law & Social Science," covering topics such as dictionary methods, tocanization, and sentiment analysis. They also discuss the application of these methods in legal and social science, emphasizing the importance of understanding language models and their limitations.
 ---
 ## ASRnlp_law_lecture_week_2_v_2_c_transcription_2_summary
 The speaker updates the class on upcoming assignments, homework emissions, and other topics related to computer science. They also discuss the importance of document representation learning and transforming documents into restrictions, as well as the use of washing vacterizers and feature selection in text classification. Additionally, they provide examples of successful course projects and offer guidance on selecting a topic for future courses.
 ---
 ## ASRnlp_law_lecture_week_3_part_1_v_2_c_transcription_3_summary
 The speaker discusses the use of feature selection techniques in social science to identify words associated with specific political parties. They also discuss methods for document distance and dimension reduction, as well as their applications in policy analysis and finance.
 ---
 ## Emie_dissertation_cleansed_summary
 The dissertation explores the relationship between urban space, material reality, and movement in post-war American and British film noir films. It examines Alfred Zinn's "Act of Violence," a 1948 film noir about a WWII veteran named Frank Enley, who flees Los Angeles to protect his friend Joe Parkson from a German hitman. The film also explores the characters' struggles with reconfiguring their identities through movement and speed, highlighting the tension between realism and formative tendencies in these films.
 ---
 ## OCR_ML4HLecture02image__summary
 Gunnar Ratsch and Julia Vogt presented a lecture on machine learning for medical image analysis, covering topics such as segmentation, superpixels, Markov random fields, image classification, neural networks, and clinical-grade decision support. They also highlighted the potential use of deep learning in medical imaging and proposed innovative ways to integrate computational pathology into the clinical workflow.
 ---
 ## OCR_ML4HLecture04RepresentationLearning.pptx__summary
 Gunnar Ratsch presented a lecture on machine learning for health care, covering topics such as computational patient representations, autoencoders, sequence to sequence models, ICU benchmarking, generative models, VAEs, contrastive learning, and improving clinical predictions through unsupervised time series representation learning. He also discussed the use of generative models for interpreting health state representations and the limitations of existing EHR datasets.
 ---
 ## OCR_ML4HLecture05-NLP.pptx__summary
 Gunnar Ratsch and Rita Kuznetsova presented a lecture on machine learning for health care, covering topics such as basic preprocessing steps, text features, LDA algorithms, word embedding models, POS tagging, language modeling, and the use of deep learning in NLP. They also discussed the importance of patient models for precision medicine, clinical notes, and PubMed abstracts.
 ---
 ## OCR_PAPER_Hong et al. - 2022 - CogVideo Large-scale Pretraining for Text-to-Video Generation via Transformers-annotated__summary
 The paper explores the use of large-scale transformers for video generation and presents Cog Video, an open-source transformer with 9B parameters trained on 5 million pairs. It introduces a multi-frame rate hierarchical training strategy and demonstrates its effectiveness in generating high-resolution videos. The paper also discusses the human evaluation process and provides examples of samples generated by the model.
 ---
 ## OCR_PAPER_Kandpal, Nieto, Jin - 2022 - Music Enhancement via Image Translation and Vocoding-annotated__summary
 The paper explores a solution to enhance music signals through image transformation and waveform synthesis, focusing on polyphonic signal enhancement. It compares the effectiveness of this approach with classical methods and uses a listening test to evaluate its reliability. The authors hope their work will inspire further research and promote the field of music enhancement.
 ---
 ## OCR_PAPER_dall-e-2-annotated__summary
 The paper explores the use of Contrastive Learning (CLIP) for image generation using diffusion models and computer guidance techniques. It shows that explicitly generating images improves image diversity, preserves semantic information, and enables language-guided manipulations. The authors compare their samples with other systems and find that diffusion models outperform autoregressive ones in terms of sample quality and computational efficiency. They also conduct human evaluations to assess the effectiveness of their system.
 ---
 ## The Most Dangerous Game--Richard Connell_summary
 Richard Connell's "The Most Dangerous Game" is about a sailor named Rainsford who encounters a giant hunter named General Zaroff on the island of Ship-Trap Island. The two men engage in a game of hunting, which turns out to be one of the most dangerous and thrilling hunts in the book. After a year of survival efforts, they capture the giant hunter and win the game.
 ---
 ## gpt_peter_testing_group_exemplars_summary
 The text is a collection of conversations and messages between various individuals discussing topics such as Korea, consciousness, self-awareness, cultural differences, hobbies, relationships, hackathons, Star Wars 11, sustainability, quantum machine learning, human manipulation, and personal growth. It also includes hints of potential future collaborations and interactions with Amazon support representatives.
 ---
 ## navy seals copy pasta_summary
 The main character is a sniper with extensive combat experience and access to the arsenal of the United States Marine Corps. He plans to wipe out his enemies with precision, using unarmed combat and his network of spies in the U.S. to do so.
 ---
 ## script_findingnemo_summary
 "Finding Nemo" is a Disney film about a clownfish named Nemo and his father, Marlin. Nemo's first day at school is interrupted by a search for his son, who has been taken away by divers. Despite the efforts of various characters, Nemo manages to escape and reunite with his family in Sydney.
 ---
 ## script_frozendisney_summary
 "Frozen" is a Disney film directed by Jennifer Lee about a princess named Anna who falls in love with a man named Hans. Despite her family's protests, she marries him and becomes the new queen of the kingdom, despite Elsa's icy powers. The film explores themes of love, friendship, and the challenges of being a princess in a frozen world.
 ---
 ## script_strangersonatrain_summary
 "Strawberries on a Train" is a 1956 film directed by Raymond Chandler about a young man named Bruno Anthony who plans to murder his estranged wife Miriam. Guy Haines, a well-known tennis player, befriends Bruno and becomes involved in the plot. After Miriam's murder, Guy is pursued by the police, who discover that he had an alibi for the murder. The film ends with Anne and Guy embracing and expressing their love for each other.
 ---
 ## script_sunsetblvd._summary
 "Sunset Boulevard" is a screenplay by Charles Brackett and Billy Wilder, set in Los Angeles in the early 1900s. It follows the story of Joe Gillis, an opium smuggler, and his relationship with Norma Desmond, a well-known movie actress. The screenplay explores themes of love, betrayal, and the complexities of human relationships.
 ---