cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/tk9zhw
title: Pacific Rockfish Barotrauma and Descending Device Dataset

description: This dataset accompanies a Pacific rockfish (Sebastes spp.) mark-recapture study around a small island in the Strait of Georgia in 2020–2021. We collected field data from 352 tagged rockfishes across nine species, including species-specific differences in external barotrauma symptoms, barotrauma reversal and behaviour during deep-water release, stomach contents of a common rockfish predator, and descending device efficacy.
DOI: 10.15472/64lxgq
title: Insectos acuáticos de pequeños afluentes del río La Vieja depositados por CIPAV en el Museo de Entomología de la Universidad del Valle

description: Se incluyen 1322 registros de insectos acuáticos de muestreos realizados por el Centro para la Investigación en Sistemas Sostenibles de Producción Agropecuaria en un periodo de diez años (2002-2012), en el marco de los proyectos CVC 056, CVC 202, CIEBREG, GEF, cofinanciados por la Fundación CIPAV, Fondo FEN, FEDEGAN y Colciencias. Los registros suman 19891 individuos recolectados en una ventana de la cuenca del río La Vieja comprendida entre las coordenadas 3.40075 – 4.8047222 de latitud norte y -76.5186556 a -75.6661389 de longitud oeste, las cuales incluyen 41 puntos de muestreo en siete municipios de Quindío y Valle del Cauca. La totalidad de registros incluye miembros de 92 géneros, 67 familias, 9 órdenes de la clase Insecta, filo Arthropoda.
DOI: 10.15468/dl.9377cs
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thraulodes yara",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032606-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18715288
title: IJTIMOIY PERSEPSIYANI RIVOJLANTIRISHDA TRENING METODLARINING O'RNI

description: Mazkur maqolada guruhiy treninglar jarayonida samarali tinglash ko‘nikmalarini shakllantirishning psixologik mexanizmlari va metodik asoslari tahlil etilgan. Tadqiqotning maqsadi — trening mashg‘ulotlari orqali ishtirokchilarda faol tinglash, empatik javob berish hamda muloqot jarayonida psixologik aloqani saqlash ko‘nikmalarini rivojlantirish imkoniyatlarini aniqlashdan iborat. Tadqiqot jarayonida nazariy tahlil, kuzatish, suhbat hamda psixologik trening metodlaridan foydalanildi. Natijalar guruhiy treninglarning ishtirokchilar shaxslararo muloqotida tinglash madaniyatini shakllantirish, o‘zaro tushunishni kuchaytirish va kommunikativ kompetentlikni oshirishda samarali vosita ekanligini ko‘rsatdi. Tadqiqot natijalari amaliy psixologlar, trenerlar va ta’lim muassasalari psixologik xizmat faoliyatida qo‘llash uchun tavsiya etiladi.
DOI: 10.5281/zenodo.18715289
title: IJTIMOIY PERSEPSIYANI RIVOJLANTIRISHDA TRENING METODLARINING O'RNI

description: Mazkur maqolada guruhiy treninglar jarayonida samarali tinglash ko‘nikmalarini shakllantirishning psixologik mexanizmlari va metodik asoslari tahlil etilgan. Tadqiqotning maqsadi — trening mashg‘ulotlari orqali ishtirokchilarda faol tinglash, empatik javob berish hamda muloqot jarayonida psixologik aloqani saqlash ko‘nikmalarini rivojlantirish imkoniyatlarini aniqlashdan iborat. Tadqiqot jarayonida nazariy tahlil, kuzatish, suhbat hamda psixologik trening metodlaridan foydalanildi. Natijalar guruhiy treninglarning ishtirokchilar shaxslararo muloqotida tinglash madaniyatini shakllantirish, o‘zaro tushunishni kuchaytirish va kommunikativ kompetentlikni oshirishda samarali vosita ekanligini ko‘rsatdi. Tadqiqot natijalari amaliy psixologlar, trenerlar va ta’lim muassasalari psixologik xizmat faoliyatida qo‘llash uchun tavsiya etiladi.
DOI: 10.5281/zenodo.18714616
title: PoolPy: Flexible Combinatorial Group Testing Design for Large-Scale Screening
DOI: 10.5281/zenodo.18660061
title: PoolPy: Flexible Combinatorial Group Testing Design for Large-Scale Screening
DOI: 10.5281/zenodo.18715011
title: TalentCLEF 2026 corpus: Skill and Job Title Intelligence for Human Capital Management

description: 🚨 Current Status: Release of Task B Development set.  To check when new data will be uploaded, please consult the calendar of the task


TalentCLEF2026 corpus - Task B development set

Introduction:

Given the positive response to the inaugural edition of TalentCLEF in 2025, with 76 registered teams, 15 submitted working notes, and 280 runs across both task. TalentCLEF continues to focus on developing and evaluating models that support three key objectives:



Finding/ranking candidates for job positions based on their experience and professional skills.

Implementing upskilling and reskilling strategies that promote the coninuous development of workers

Detecting emerging skills and skills gaps of importance in organizations.


This year’s edition includes two tasks:



Task A - Contextualized Job-Person Matching. Develop systems that identify and rank the most suitable candidate résumés for a given job offer. For each job description in the test set, participants must submit a ranked list of candidate profiles relevant to the position.

Task B - Job-Skill Matching with Skill Type Classification. Develop systems that retrieve the relevant skills associated with a given job title and classify each retrieved skill as core, complementary, or transversa


This repo contains the data for these two tasks.

File structure: 











For a detailed description of the data structure, you can refer to the TalentCLEF2026 data description page, where it is thoroughly explained.






The files is organized into two *.zip files, TaskA.zip and TaskB.zip, each containing folders to support different stages of model development. So far, only the development test of Task A, and the training set of Task A has been released, but in future releases, as the tasks progress, additional data will be added to the different subfolders for each task.

TaskA includes language-specific subfolders within the directories, covering English and Spanish data. Development folders include two essential folders (queries, corpus), and a qrels file for evaluating model relevance to search queries. 

TaskA/
│
├── development/│   ├── english/
│   │   └── queries/│   │   └── corpus/│   │   └── qrels.tsv
│   └── spanish/│       └── queries/│       └── corpus/│       └── qrels.tsv
│
└── test/

TaskB follows a similar structure but without language-specific subfolders, providing general .tsv files for training, validation, and testing. This consistent file organization enables efficient data access and structured updates as new data versions are published.

TaskB/
│


├── training/
│   ├── job2skill.tsv
│   ├── jobid2terms.json
│   └── skillid2terms.json
│
├── validation/
│   ├── queries
│   ├── corpus_elements
│   └── qrels
│
└── test/

Tutorials: 




Notebook
Link


Data Download and Load using Python 
Link to Colab


Task A - Prepare submission file and run evaluation
Link to Colab




 

Resources: 



Web

CLEF Lab Registration Page

Additional resources

More resources soon.
DOI: 10.5281/zenodo.17625261
title: TalentCLEF 2026 corpus: Skill and Job Title Intelligence for Human Capital Management

description: 🚨 Current Status: Release of Task B Development set.  To check when new data will be uploaded, please consult the calendar of the task


TalentCLEF2026 corpus - Task B development set

Introduction:

Given the positive response to the inaugural edition of TalentCLEF in 2025, with 76 registered teams, 15 submitted working notes, and 280 runs across both task. TalentCLEF continues to focus on developing and evaluating models that support three key objectives:



Finding/ranking candidates for job positions based on their experience and professional skills.

Implementing upskilling and reskilling strategies that promote the coninuous development of workers

Detecting emerging skills and skills gaps of importance in organizations.


This year’s edition includes two tasks:



Task A - Contextualized Job-Person Matching. Develop systems that identify and rank the most suitable candidate résumés for a given job offer. For each job description in the test set, participants must submit a ranked list of candidate profiles relevant to the position.

Task B - Job-Skill Matching with Skill Type Classification. Develop systems that retrieve the relevant skills associated with a given job title and classify each retrieved skill as core, complementary, or transversa


This repo contains the data for these two tasks.

File structure: 











For a detailed description of the data structure, you can refer to the TalentCLEF2026 data description page, where it is thoroughly explained.






The files is organized into two *.zip files, TaskA.zip and TaskB.zip, each containing folders to support different stages of model development. So far, only the development test of Task A, and the training set of Task A has been released, but in future releases, as the tasks progress, additional data will be added to the different subfolders for each task.

TaskA includes language-specific subfolders within the directories, covering English and Spanish data. Development folders include two essential folders (queries, corpus), and a qrels file for evaluating model relevance to search queries. 

TaskA/
│
├── development/│   ├── english/
│   │   └── queries/│   │   └── corpus/│   │   └── qrels.tsv
│   └── spanish/│       └── queries/│       └── corpus/│       └── qrels.tsv
│
└── test/

TaskB follows a similar structure but without language-specific subfolders, providing general .tsv files for training, validation, and testing. This consistent file organization enables efficient data access and structured updates as new data versions are published.

TaskB/
│


├── training/
│   ├── job2skill.tsv
│   ├── jobid2terms.json
│   └── skillid2terms.json
│
├── validation/
│   ├── queries
│   ├── corpus_elements
│   └── qrels
│
└── test/

Tutorials: 




Notebook
Link


Data Download and Load using Python 
Link to Colab


Task A - Prepare submission file and run evaluation
Link to Colab




 

Resources: 



Web

CLEF Lab Registration Page

Additional resources

More resources soon.
DOI: 10.15468/dl.qhmu3y
title: Occurrence Download

description: A dataset containing 48716 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ameiurus nebulosus",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 48716 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032608-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uy377m
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thraulodes ykamiaba",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032609-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6p2w3a
title: Occurrence Download

description: A dataset containing 14955352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Columba livia",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14955352 records from 2757 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032563-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xg9kwh
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amaranthus commutatus A.Kern."
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018823-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjk2ah
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Argythamnia argyaea Cory"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047279-230224095556074/datasets/export for details.
DOI: 10.15468/dl.j2c6fr
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Rhipidura nebulosa",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 278 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083232-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3v5tk
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptostelma catharinense (Cabrera) A.M.Teles & Sobral"
 ]
}

 The dataset includes 76 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008187-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5w6m9d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plantago fengdouensis (Z.E.Chao & Yong Wang) Yong Wang & Z.Yu Li"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083224-230530130749713/datasets/export for details.
DOI: 10.15468/dl.nnkxmt
title: Occurrence Download

description: A dataset containing 626 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pipreola frontalis (P.L.Sclater, 1859))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 626 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018817-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wphw6b
title: Occurrence Download

description: A dataset containing 4160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Epipactis leptochila (Godfery) Godfery"
 ]
}

 The dataset includes 4160 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047264-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ksb8rg
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptostelma meyeri (Cabrera) A.M.Teles"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008189-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w5hjry
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "MediaType is Audio",
 "TaxonKey is Gekko gecko (Linnaeus, 1758)"
 ]
}

 The dataset includes 118 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083242-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.95serx
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amaranthus floridanus (S.Watson) Sauer"
 ]
}

 The dataset includes 74 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018845-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4yxd3s
title: Occurrence Download

description: A dataset containing 24863 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Littorella uniflora (L.) Asch."
 ]
}

 The dataset includes 24863 records from 232 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047278-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwhf94
title: Occurrence Download

description: A dataset containing 466 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptostigma breviflorum I.Thomps."
 ]
}

 The dataset includes 466 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008193-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rmq56d
title: Occurrence Download

description: A dataset containing 674 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Platyhelminthes"
 ]
}

 The dataset includes 674 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018830-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.865pnb
title: Occurrence Download

description: A dataset listing the 195 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is FrogID"
 ]
}

 The dataset's 195 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083215-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rewnq4
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus lanata Sm.",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 104 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047297-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewutv2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptostigma longiflorum (Standl.) Fosberg"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008194-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdhhg4
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amaranthus induratus C.A.Gardner ex J.Palmer & Mowatt"
 ]
}

 The dataset includes 53 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018889-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rqnygc
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Juncus cantabricus T.E.Díaz, Fern.-Carv. & Fern.Prieto",
 "Year 2000-2023"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047266-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2vdpj
title: Occurrence Download

description: A dataset containing 1126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "InstitutionCode is inaturalist",
 "Issue is one of (Continent derived from coordinates, Occurrence status inferred from individual count, Coordinate rounded)",
 "License is CC-BY-NC 4.0",
 "MediaType is Image",
 "PublishingOrg is one of (c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, 1f00d75c-f6fc-4224-a595-975e82d7689c, 28eb1a3f-1c15-4a95-931a-4af90ecb574d)",
 "TaxonKey is Sturnus vulgaris Linnaeus, 1758"
 ]
}

 The dataset includes 1126 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083225-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzwfxs
title: Occurrence Download

description: A dataset containing 540 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptinella pyrethrifolia (Hook.fil.) D.G.Lloyd & C.J.Webb"
 ]
}

 The dataset includes 540 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008025-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myj5j5
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leontodon kulczynskii Popov & Chrshan."
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005925-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hnrhh7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amaranthus globosa L."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018852-230224095556074/datasets/export for details.