cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.banc89
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Coliiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-90 -30,-60 -30,-60 0,-90 0,-90 -30))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056763-250920141307145/datasets/export for details.
DOI: 10.15468/dl.a3wga4
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dracaena draco",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056765-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtuj5q
title: Occurrence Download

description: A dataset containing 88571 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Canis latrans Say, 1823"
 ]
}

 The dataset includes 88571 records from 228 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005218-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14966121
title: PAN'25 Generative AI Detection (Task 2): Human-AI Collaborative Text Classification

description: Dataset for the Generative AI Detection Task (Subtask 2) @ PAN 2025.

As large language models (LLMs) like GPT-4o, Claude 3.5, and Gemini 1.5-pro become increasingly accessible, machine-generated content is proliferating across diverse domains, including news, social media, education, and academia. These models produce highly fluent and coherent text, making them valuable for automating various writing tasks. However, their widespread use also raises concerns about misinformation, academic integrity, and content authenticity. Identifying the degree of human and machine involvement in text creation is crucial for addressing these challenges.

In this shared task, we focus on Human-AI Collaborative Text Classification, where the goal is to categorize documents that have been co-authored by humans and LLMs. Specifically, we aim to classify texts into six distinct categories based on the nature of human and machine contributions:



Fully human-written: The document is entirely authored by a human without any AI assistance.

Human-initiated, then machine-continued: A human starts writing, and an AI model completes the text.

Human-written, then machine-polished: The text is initially written by a human but later refined or edited by an AI model.

Machine-written, then machine-humanized (obfuscated): An AI generates the text, which is later modified to obscure its machine origin.

Machine-written, then human-edited: The content is generated by an AI but subsequently edited or refined by a human.

Deeply-mixed text: The document contains interwoven sections written by both humans and AI, without a clear separation.


Label Distribution:




Label Category
Train
Dev




Machine-written, then machine-humanized
91,232
10,137


Human-written, then machine-polished
95,398
12,289


Fully human-written
75,270
12,330


Human-initiated, then machine-continued
10,740
37,170


Deeply-mixed text (human + machine parts)
14,910
225


Machine-written, then human-edited
1,368
510


Total
288,918
72,661
DOI: 10.25318/3310093401-fra
title: Liquidités et accès aux liquidités au cours des trois prochains mois, premier trimestre de 2025

description: Liquidités et accès aux liquidités au cours des trois prochains mois, selon le Système de classification des industries de l’Amérique du Nord (SCIAN), l’effectif de l’entreprise, le type d’entreprise, l’activité de l'entreprise et le propriétaire majoritaire, premier trimestre de 2025.
DOI: 10.5066/p14a6tjy
title: Fracture data collected at the Route 111 bypass in Windham, New Hampshire

description: This data release includes fracture orientation measurements and outcrop photographs collected at new road cuts along New Hampshire Route 111 in June 2014. Road cuts along the New Hampshire State Route 111 bypass in Windham, New Hampshire expose the metasedimentary Silurian Berwick Formation intruded by multiple phases of foliated to non-foliated granite to granitic pegmatite of the Devonian New Hampshire Plutonic Suite. Fracture characterization at two road cuts (localities 1 and 2) included measurement of fractures over a distance of approximately 225 m and 85 m, respectively. The data release contains two spreadsheets in comma-delimited (CSV) format, 22 photographs in JPEG format, plus a metadata file. The CSV files include the following: Route111_bypass_fractures.csv and Route111_bypass_images.csv.
DOI: 10.13023/2024.alum.132
title: Black Tea, Dry

description: Includes data on the aluminum content of black tea, dry
DOI: 10.15468/dl.rktrma
title: Occurrence Download

description: A dataset containing 31295179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fabaceae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 31295179 records from 9108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005211-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t0pz7q
title: Occurrence Download

description: A dataset containing 21801 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Herpetotheres cachinnans (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21801 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002478-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.evt7x2
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aletris nana S.C.Chen"
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000545-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ach8de
title: Occurrence Download

description: A dataset containing 42869 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium hybridum L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 42869 records from 256 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002478-150504100648427/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.umbyb9
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "DatasetKey is Australian Platypus Conservancy",
 "Geometry POLYGON((144.35016 -37.73062,144.54133 -37.72793,144.54259 -37.71576,144.54579 -37.6459,144.35016 -37.56933,144.35016 -37.73062))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (NT, VU)",
 "OccurrenceStatus is Present",
 "Year 2013-2023"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056806-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-45784
title: Pratt, Sergeant Terry, 1991 May 15 - June 7

description: Memoranda and notes of conversations prepared mostly by Jeff Dasteel, 1991 May 15 - June 7. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.15468/dl.9xso1w
title: Occurrence Download

description: A dataset containing 283418 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Grossulariaceae"
 ]
}

 The dataset includes 283418 records from 556 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002478-150721130643939/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7neuv
title: Occurrence Download

description: A dataset containing 22691 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is one of (Costa Rica, Panama, Colombia, Ecuador, Nicaragua, Honduras)",
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations, Xeno-canto - Bird sounds from around the world, Observaciones de Aves asociadas a investigaciones de la Univerisdad ICESI en el periodo 2014-2019, AMNH Bird Collection, Observation.org, Nature data from around the World, Vertebrate Zoology Division - Ornithology, Yale Peabody Museum, University of Michigan Museum of Zoology, Division of Birds, Monitoreo de fauna en Anchicaya (Colombia, Valle del Cauca, Buenaventura) en el marco del Convenio de Investigación Icesi/Celsia, Expedición ornitológica en el municipio de Barbacoas (Nariño) - BIO Alas, cantos y colores)",
 "OccurrenceStatus is Present",
 "TaxonKey is Gymnopithys bicolor (Lawrence, 1863)"
 ]
}

 The dataset includes 22691 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010963-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0kxayr
title: Occurrence Download

description: A dataset containing 7257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Artibeus lituratus (Olfers, 1818)",
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico"
 ]
 }
 ]
}

 The dataset includes 7257 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002478-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-45776
title: Officer interviews (2 of 3), 1975 - 1991 May 24

description: Officer interviews (2 of 3), 1975 - 1991 May 24. Pro bono re: Independent Commission - to the file. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.15468/dl.au3442
title: Occurrence Download

description: A dataset containing 684 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ammospermophilus interpres (Merriam, 1890)"
 ]
}

 The dataset includes 684 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006883-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hva1v
title: Occurrence Download

description: A dataset containing 901 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Avicennia L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Elevation is less than or equal to 20.0m"
 ]
}

 The dataset includes 901 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002478-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q95rn9
title: Occurrence Download

description: A dataset listing the 796 species recorded in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-90.1944 14.56706,-90.2856 14.52789,-90.27275 14.35254,-90.08515 14.36539,-90.09801 14.54258,-90.1944 14.56706))"
 ]
}

 The dataset's 796 records were derived from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010966-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-45993
title: Preliminary analysis of statistical information, 1991 May 6-24

description: Memo - re: Preliminary analysis of statistical information - from: Jeff Dasteel; to: Files of the Independent Commission on the LAPD - includes LA Times article "Racial disparities seen in complaints to LAPD", along with other articles and statistical reports with graphs and tables, 1991 May 6-24. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.15468/dl.7h9p89
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Navicula oculata Meunier, 1910",
 "Year 2000-2023"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000827-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.amurbe
title: Occurrence Download

description: A dataset containing 1075740 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sparidae"
 ]
}

 The dataset includes 1075740 records from 277 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002478-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fzjpqp
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macrolobium savannarum R.S.Cowan",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002478-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwky94
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is Africa",
 "TaxonKey is Leidesia procumbens (L.) Prain"
 ]
}

 The dataset includes 78 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002586-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-45995
title: Preliminary analysis of statistical information, 1991 May 6-24

description: Memo - re: Preliminary analysis of statistical information - from: Jeff Dasteel; to: Files of the Independent Commission on the LAPD - includes LA Times article "Racial disparities seen in complaints to LAPD", along with other articles and statistical reports with graphs and tables, 1991 May 6-24. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.15468/dl.d4xvum
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Deparia viridifrons (Makino) M.Kato",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 145 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002591-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oxsnsw
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 4) Ostracode distribution in ODP Hole 122-764A"
 ]
}

 The dataset includes 125 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002478-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bnc9en
title: Occurrence Download

description: A dataset containing 557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Ziziphus jujuba var. spinosa (Bunge) Hu ex H.F.Chow"
 ]
}

 The dataset includes 557 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048597-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6rp658
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus aaronii (Eig) Zohary"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032723-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mkljva
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Nannofossil abundance of Hole 1-2"
 ]
}

 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002478-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-45988
title: Preliminary analysis of statistical information, 1991 May 6-24

description: Memo - re: Preliminary analysis of statistical information - from: Jeff Dasteel; to: Files of the Independent Commission on the LAPD - includes LA Times article "Racial disparities seen in complaints to LAPD", along with other articles and statistical reports with graphs and tables, 1991 May 6-24. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.15468/dl.ccpjwy
title: Occurrence Download

description: A dataset containing 653 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Actinidia arguta (Siebold & Zucc.) Planch. ex Miq."
 ]
}

 The dataset includes 653 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046631-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcsit8
title: Occurrence Download

description: A dataset containing 1443 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thorius narisovalis Taylor, 1940"
 ]
}

 The dataset includes 1443 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002478-170925132151566/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dccjdo
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Sweden",
 "Year 1970-2000",
 "HasCoordinate is true",
 "TaxonKey is Aquila chrysaetos (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 95 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002478-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4zz2v
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-4000.0",
 "Country is Italy",
 "GadmGid is ITA",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Carex umbrosa Host",
 "Year 1950-2023"
 ]
}

 The dataset includes 38 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052729-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fyadqx
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cemolobus ipomoeae (Robertson, 1891)"
 ]
}

 The dataset includes 101 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003685-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.