cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13836223
title: FoodSky: A Food-oriented Large Language Model, and FoodEarth: A Foundamental Food Corpus and Instruction Dataset

description: Food is the cornerstone of both survival and social life. With the increasing complexity of global dietary needs and preferences, there is a growing demand for food intelligence to enable tasks like recipe recommendation and diet-disease correlation discovery. To address this, we introduce the Food-oriented Large Language Model (LLM) FoodSky, which offers fine-grained perception and reasoning of food data. We constructed a food corpus, FoodEarth, from various authoritative sources to enhance FoodSky's knowledge. We also developed the Topic-based Selective State Space Model and Hierarchical Topic Retrieval Augmented Generation algorithms to improve FoodSky's ability to capture fine-grained food semantics and generate context-aware food-relevant text. Extensive experiments show that FoodSky outperforms general-purpose LLMs on the Chinese National Chef Exam and Dietetic Exam, achieving accuracies of 67.2% and 66.4%, respectively. FoodSky not only enhances culinary creativity and promotes healthier eating patterns but also establishes a new standard for domain-specific LLMs tackling real-world food-related issues.
DOI: 10.5281/zenodo.13836709
title: FoodSky: A Food-oriented Large Language Model, and FoodEarth: A Foundamental Food Corpus and Instruction Dataset

description: Food is the cornerstone of both survival and social life. With the increasing complexity of global dietary needs and preferences, there is a growing demand for food intelligence to enable tasks like recipe recommendation and diet-disease correlation discovery. To address this, we introduce the Food-oriented Large Language Model (LLM) FoodSky, which offers fine-grained perception and reasoning of food data. We constructed a food corpus, FoodEarth, from various authoritative sources to enhance FoodSky's knowledge. We also developed the Topic-based Selective State Space Model and Hierarchical Topic Retrieval Augmented Generation algorithms to improve FoodSky's ability to capture fine-grained food semantics and generate context-aware food-relevant text. Extensive experiments show that FoodSky outperforms general-purpose LLMs on the Chinese National Chef Exam and Dietetic Exam, achieving accuracies of 67.2% and 66.4%, respectively. FoodSky not only enhances culinary creativity and promotes healthier eating patterns but also establishes a new standard for domain-specific LLMs tackling real-world food-related issues.
DOI: 10.5281/zenodo.13837180
title: FoodSky: A Food-oriented Large Language Model, and FoodEarth: A Foundamental Food Corpus and Instruction Dataset

description: Food is the cornerstone of both survival and social life. With the increasing complexity of global dietary needs and preferences, there is a growing demand for food intelligence to enable tasks like recipe recommendation and diet-disease correlation discovery. To address this, we introduce the Food-oriented Large Language Model (LLM) FoodSky, which offers fine-grained perception and reasoning of food data. We constructed a food corpus, FoodEarth, from various authoritative sources to enhance FoodSky's knowledge. We also developed the Topic-based Selective State Space Model and Hierarchical Topic Retrieval Augmented Generation algorithms to improve FoodSky's ability to capture fine-grained food semantics and generate context-aware food-relevant text. Extensive experiments show that FoodSky outperforms general-purpose LLMs on the Chinese National Chef Exam and Dietetic Exam, achieving accuracies of 67.2% and 66.4%, respectively. FoodSky not only enhances culinary creativity and promotes healthier eating patterns but also establishes a new standard for domain-specific LLMs tackling real-world food-related issues.
DOI: 10.5281/zenodo.14602836
title: FoodSky: A Food-oriented Large Language Model, and FoodEarth: A Foundamental Food Corpus and Instruction Dataset

description: Food is the cornerstone of both survival and social life. With the increasing complexity of global dietary needs and preferences, there is a growing demand for food intelligence to enable tasks like recipe recommendation and diet-disease correlation discovery. To address this, we introduce the Food-oriented Large Language Model (LLM) FoodSky, which offers fine-grained perception and reasoning of food data. We constructed a food corpus, FoodEarth, from various authoritative sources to enhance FoodSky's knowledge. We also developed the Topic-based Selective State Space Model and Hierarchical Topic Retrieval Augmented Generation algorithms to improve FoodSky's ability to capture fine-grained food semantics and generate context-aware food-relevant text. Extensive experiments show that FoodSky outperforms general-purpose LLMs on the Chinese National Chef Exam and Dietetic Exam, achieving accuracies of 67.2% and 66.4%, respectively. FoodSky not only enhances culinary creativity and promotes healthier eating patterns but also establishes a new standard for domain-specific LLMs tackling real-world food-related issues.
DOI: 10.5281/zenodo.14824730
title: FoodSky: A Food-oriented Large Language Model, and FoodEarth: A Foundamental Food Corpus and Instruction Dataset

description: Food is the cornerstone of both survival and social life. With the increasing complexity of global dietary needs and preferences, there is a growing demand for food intelligence to enable tasks like recipe recommendation and diet-disease correlation discovery. To address this, we introduce the Food-oriented Large Language Model (LLM) FoodSky, which offers fine-grained perception and reasoning of food data. We constructed a food corpus, FoodEarth, from various authoritative sources to enhance FoodSky's knowledge. We also developed the Topic-based Selective State Space Model and Hierarchical Topic Retrieval Augmented Generation algorithms to improve FoodSky's ability to capture fine-grained food semantics and generate context-aware food-relevant text. Extensive experiments show that FoodSky outperforms general-purpose LLMs on the Chinese National Chef Exam and Dietetic Exam, achieving accuracies of 67.2% and 66.4%, respectively. FoodSky not only enhances culinary creativity and promotes healthier eating patterns but also establishes a new standard for domain-specific LLMs tackling real-world food-related issues.
DOI: 10.5281/zenodo.14892842
title: FoodSky: A Food-oriented Large Language Model, and FoodEarth: A Foundamental Food Corpus and Instruction Dataset

description: Food is the cornerstone of both survival and social life. With the increasing complexity of global dietary needs and preferences, there is a growing demand for food intelligence to enable tasks like recipe recommendation and diet-disease correlation discovery. To address this, we introduce the Food-oriented Large Language Model (LLM) FoodSky, which offers fine-grained perception and reasoning of food data. We constructed a food corpus, FoodEarth, from various authoritative sources to enhance FoodSky's knowledge. We also developed the Topic-based Selective State Space Model and Hierarchical Topic Retrieval Augmented Generation algorithms to improve FoodSky's ability to capture fine-grained food semantics and generate context-aware food-relevant text. Extensive experiments show that FoodSky outperforms general-purpose LLMs on the Chinese National Chef Exam and Dietetic Exam, achieving accuracies of 67.2% and 66.4%, respectively. FoodSky not only enhances culinary creativity and promotes healthier eating patterns but also establishes a new standard for domain-specific LLMs tackling real-world food-related issues.
description: All versions of the FoodEarth dataset have been uploaded, including:



FoodEarth-811K+-full.json: A complete processed version containing over 811K instruction data.

FoodEarth_examples.json: A demo dataset showcasing the base structure of our dataset.

FoodEarth-mini.json: A minimal dataset with 200K instruction data for efficient use.

FoodEarth_instruction_v1_76w.json: An older version of the FoodEarth dataset.

FoodEarth-680K.json: A subset of the dataset used in ablation studies.
DOI: 10.6084/m9.figshare.28444055.v1
title: Supplementary Data 1: Inclusion and exclusion criteria

description: Inclusion and exclusion criteria for the STRAT-PARK cohort, the NADPARK study, and the STRAT-COG cohort.
DOI: 10.6084/m9.figshare.28444055
title: Supplementary Data 1: Inclusion and exclusion criteria

description: Inclusion and exclusion criteria for the STRAT-PARK cohort, the NADPARK study, and the STRAT-COG cohort.
DOI: 10.5517/ccdc.csd.cc1prmhk
title: CCDC 1571839: Experimental Crystal Structure Determination

description: Related Article: Alexandra Pop, Roxana A. Popa, Cristian Silvestru, Anca Silvestru|2017|Studia Universitatis Babes-Bolyai. Chemia|62|193|doi:10.24193/subbchem.2017.4.16
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc1q95ry
title: CCDC 1587750: Experimental Crystal Structure Determination

description: Related Article: Alexandra Pop, Roxana A. Popa, Cristian Silvestru, Anca Silvestru|2017|Studia Universitatis Babes-Bolyai. Chemia|62|193|doi:10.24193/subbchem.2017.4.16
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc23f1m7
title: CCDC 1948958: Experimental Crystal Structure Determination

description: Related Article: Xiao-Dan Han, Gao-Liang Peng, Hui-Bin Wang, Lei Wu, Jian-ping Fu, Zhong-Sheng Tang, Ju-Wu Hu, Wei Xiong|2021|Org.Biomol.Chem.|19|3191|doi:10.1039/D1OB00214G
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc20qy6x
title: CCDC 1869089: Experimental Crystal Structure Determination

description: Related Article: Lorraine A. Malaspina, Alessandro Genoni, Simon Grabowsky|2021|J.Appl.Crystallogr.|54|987|doi:10.1107/S1600576721002545
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc26mggs
title: CCDC 2044495: Experimental Crystal Structure Determination

description: Related Article: Xiao-Dan Han, Gao-Liang Peng, Wei Xiong, Ran Gan, Jian-Ping Fu, Lei Wu, Zhong-Sheng Tang, Ju-Wu Hu, Hui-Bin Wang|2022|Org.Biomol.Chem.|20|1095|doi:10.1039/D1OB02155A
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc26mgjv
title: CCDC 2044497: Experimental Crystal Structure Determination

description: Related Article: Xiao-Dan Han, Gao-Liang Peng, Wei Xiong, Ran Gan, Jian-Ping Fu, Lei Wu, Zhong-Sheng Tang, Ju-Wu Hu, Hui-Bin Wang|2022|Org.Biomol.Chem.|20|1095|doi:10.1039/D1OB02155A
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc28734s
title: CCDC 2092194: Experimental Crystal Structure Determination

description: Related Article: Xiao-Dan Han, Gao-Liang Peng, Wei Xiong, Ran Gan, Jian-Ping Fu, Lei Wu, Zhong-Sheng Tang, Ju-Wu Hu, Hui-Bin Wang|2022|Org.Biomol.Chem.|20|1095|doi:10.1039/D1OB02155A
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2gztpz
title: CCDC 2293742: Experimental Crystal Structure Determination

description: Related Article: Ma Xin, Sun Ya, Sun Nan, Kang Qian, Zhang Jiajia, Zhu Ruitao, Gao Xiaoli|2024|Wuji Huaxue Xuebao|40|1347|
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kmwhl
title: CCDC 2372600: Experimental Crystal Structure Determination

description: Related Article: Roman Kultyshev, Ian Harkness, Daniel B. G. Berry, Hoi Jobson, Huw Marchbank, Tugce Eralp Erden, Laura Ashfield|2025|Dalton Trans.|54|2261|doi:10.1039/D4DT02466D
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kt4fz
title: CCDC 2377651: Experimental Crystal Structure Determination

description: Related Article: Ningning Yuan, Tingchun Zhu, Jianping Ma, Yunsheng Xue, Yirui Liu|2025|Dalton Trans.|54|2257|doi:10.1039/D4DT03314K
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.gw4858
title: Occurrence Download

description: A dataset containing 12240162 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Ecuador"
 ]
}

 The dataset includes 12240162 records from 1985 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001628-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xbrnw
title: Occurrence Download

description: A dataset containing 118518 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Martes martes (Linnaeus, 1758)"
 ]
}

 The dataset includes 118518 records from 1158 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017443-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-28251
title: Blue Ribbon Commission on Public Safety & Community Relations: report, 1990-02

description: Blue Ribbon Commission on Public Safety and Community Relations "A report to the County Executive, Prince George's County, Maryland", 1990 February. 6.1. Hubert Williams materials (3 of 3), . PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.dwek2n
title: Occurrence Download

description: A dataset containing 63591 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-145.15489 -59.63248,-27.30844 -59.63248,-27.30844 58.81611,-145.15489 58.81611,-145.15489 -59.63248))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Muridae"
 ]
}

 The dataset includes 63591 records from 274 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014675-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.evnrwm
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 {
 "or" : [
 "TaxonKey is Cotoneaster acutifolius var. villosulus Rehder & E.H.Wilson",
 "TaxonKey is Cotoneaster franchetii var. sternianus Turrill",
 "TaxonKey is Cotoneaster simonsii Baker",
 "TaxonKey is Cotoneaster salicifolius Franch.",
 "TaxonKey is Cotoneaster bullatus var. macrophyllus Rehder & E.H.Wilson",
 "TaxonKey is Cotoneaster qungbixiensis J.Fryer & B.Hylmö",
 "TaxonKey is Cotoneaster nan-shan Vilm. ex Mottet",
 "TaxonKey is Cotoneaster moupinensis Franch.",
 "TaxonKey is Cotoneaster mairei H.Lév.",
 "TaxonKey is Cotoneaster acutifolius var. lucidus (Schltdl.) L.T.Lu"
 ]
 }
 ]
}

 The dataset includes 48 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002807-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jqcp5p
title: Occurrence Download

description: A dataset containing 785 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Choriaster granulatus Lütken, 1869"
 ]
}

 The dataset includes 785 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055737-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-28297
title: Blue Ribbon Commission on Public Safety & Community Relations: report, 1990-02

description: Blue Ribbon Commission on Public Safety and Community Relations "A report to the County Executive, Prince George's County, Maryland", 1990 February. 6.1. Hubert Williams materials (3 of 3), . PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.crlrkp
title: Occurrence Download

description: A dataset containing 340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euoniticellus intermedius (Reiche, 1850)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 340 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002807-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-28242
title: Blue Ribbon Commission on Public Safety & Community Relations: report, 1990-02

description: Blue Ribbon Commission on Public Safety and Community Relations "A report to the County Executive, Prince George's County, Maryland", 1990 February. 6.1. Hubert Williams materials (3 of 3), . PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.6mw79g
title: Occurrence Download

description: A dataset containing 754 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.11415380793598",
 "DecimalLongitude is less than 6.11721336112037",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 754 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027928-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lioicl
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Selaginella drepanophylla Alston"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002807-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.