cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17485261
title: EscapeMap data
DOI: 10.15468/dl.xj42v9
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pentacalia nunezii"
 ]
}

 The dataset includes 12 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038035-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrxgrn
title: Occurrence Download

description: A dataset containing 2588 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-95.10565 28.28381,-93.63307 29.17484,-91.09029 28.63506,-88.46791 28.55753,-88.37601 29.43108,-89.13064 30.04986,-91.26387 30.85733,-91.62294 31.40923,-96.57217 31.11895,-95.10565 28.28381))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ardea alba",
 "Year is 2006"
 ]
}

 The dataset includes 2588 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038036-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17625262
title: TalentCLEF 2026 corpus: Skill and Job Title Intelligence for Human Capital Management

description: TalentCLEF2026 corpus - sample set. To check when new data will be uploaded, please consult the calendar of the task

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: 

The files will be organized into two *.zip files, TaskA and TaskB, each containing training, validation and test folders to support different stages of model development. Until the official release of the full training set, users can access a sample version of the data that will be used through the sampleset_TaskA.zip and sampleset_TaskB.zip files to visualize the type of dataset they will encounter during the development of TalentCLEF

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

TaskA/
│
├── development/│   ├── english/
│   │   └── queries/│   │   └── corpus_elements/│   │   └── qrels.tsv
│   └── spanish/
│
└── 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. The training set (and the sample set) does not include information about the labels, that will be shown with the release of the training set.

TaskB/
│
├── training/
│   └── taskB_training.tsv
│
├── validation/
│
└── test/

Resources: 



Web

Additional resources

More resources soon.
DOI: 10.15468/dl.8pjrsx
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio calcicola"
 ]
}

 The dataset includes 18 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038037-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktkf6z
title: Occurrence Download

description: A dataset containing 37579 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-95.10565 28.28381,-93.63307 29.17484,-91.09029 28.63506,-88.46791 28.55753,-88.37601 29.43108,-89.13064 30.04986,-91.26387 30.85733,-91.62294 31.40923,-96.57217 31.11895,-95.10565 28.28381))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ardea alba",
 "Year is 2019"
 ]
}

 The dataset includes 37579 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038038-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cn335d
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio chachaniensis"
 ]
}

 The dataset includes 17 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038039-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdmb5g
title: Occurrence Download

description: A dataset containing 174030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (iNaturalist Research-grade Observations)",
 "Geometry POLYGON((-124.05237 39.1488,-122.14036 39.1488,-122.14036 41.00668,-124.05237 41.00668,-124.05237 39.1488))",
 "Year is greater than or equal to 2014"
 ]
}

 The dataset includes 174030 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038029-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17625101
title: zol - comprehensive testing dataset

description: Expected results from running comprehensive tests using zol v1.6.14.

Script for running tests also included (but is primarily updated/tracked on zol's GitHub repo).

The latest testing dataset is also included here and has macOS-related files removed (previously caused issues when testing on linux).
DOI: 10.13140/rg.2.2.17392.72960
title: Bifurcation Diagram construction for Ogden oscillator
DOI: 10.15468/dl.e74hhp
title: Occurrence Download

description: A dataset containing 4063 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is one of (North America, South America)",
 "Country is one of (Brazil, Mexico, Ecuador, French Guiana, Colombia, Costa Rica, Bolivia (Plurinational State of), Guatemala, Peru, Belize)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (January, February, March, April, May, July, June, August, September, October, November, December)",
 "TaxonKey is Panthera onca",
 "Year 2010-2025"
 ]
}

 The dataset includes 4063 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038042-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e240267
title: Data from simulations of ecological and hydrologic response to climate change scenarios at Wind Cave National Park, South Dakota, 1901-2050

description: This data release contains data discussed 
in its larger work citation (Symstad et al., 2017, Climate Risk 
Management 17:78-91, Associated Item at right). 
"ClimateComparisonData.csv" contains summary metrics of six climate 
projections used as climate input for quantitative simulations of 
hydrologic and ecological responses to climate change at Wind Cave 
National Park (WCNP) and the same summary metrics for 38 other climate 
projections available at the time that these simulations were done. 
"HydroData.csv" contains mean annual streamflow of a stream in WCNP and 
mean annual hydraulic head of a subterranean lake in Wind Cave as 
simulated by the rainfall-response aquifer and watershed flow (RRAWFLOW)
 model for two climate projections in the climate dataset. The remaining
 files contain aboveground live forest carbon, frequency of 
high-fire-danger days, and annual grass production as simulated by the 
dynamic vegetation model MC1 parameterized for WCNP for combinations of 
four climate projections in the climate dataset with a variety of 
management alternatives.<br>Citation: Symstad, A.J., King, D.A., Bachelet, D.M., and Long, A.J., 2017, Data 
from simulations of ecological and hydrologic response to climate change
 scenarios at Wind Cave National Park, South Dakota, 1901-2050: U.S. 
Geological Survey data release, https://doi.org/10.5066/F79K48RZ.<br><br>
DOI: 10.3886/e240267v1
title: Data from simulations of ecological and hydrologic response to climate change scenarios at Wind Cave National Park, South Dakota, 1901-2050

description: This data release contains data discussed 
in its larger work citation (Symstad et al., 2017, Climate Risk 
Management 17:78-91, Associated Item at right). 
"ClimateComparisonData.csv" contains summary metrics of six climate 
projections used as climate input for quantitative simulations of 
hydrologic and ecological responses to climate change at Wind Cave 
National Park (WCNP) and the same summary metrics for 38 other climate 
projections available at the time that these simulations were done. 
"HydroData.csv" contains mean annual streamflow of a stream in WCNP and 
mean annual hydraulic head of a subterranean lake in Wind Cave as 
simulated by the rainfall-response aquifer and watershed flow (RRAWFLOW)
 model for two climate projections in the climate dataset. The remaining
 files contain aboveground live forest carbon, frequency of 
high-fire-danger days, and annual grass production as simulated by the 
dynamic vegetation model MC1 parameterized for WCNP for combinations of 
four climate projections in the climate dataset with a variety of 
management alternatives.<br>Citation: Symstad, A.J., King, D.A., Bachelet, D.M., and Long, A.J., 2017, Data 
from simulations of ecological and hydrologic response to climate change
 scenarios at Wind Cave National Park, South Dakota, 1901-2050: U.S. 
Geological Survey data release, https://doi.org/10.5066/F79K48RZ.<br><br>
DOI: 10.15468/dl.nxyecw
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio okopanus"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038043-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5js9hn11
title: MassIVE MSV000099925 - sample first negative mode Bharat Bhushan dhawan
title: polyphenols lc ms sample First negative mode untargated compound identification
DOI: 10.15468/dl.mk9pg9
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio smithianus"
 ]
}

 The dataset includes 18 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038044-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eeajjv
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio yurensis"
 ]
}

 The dataset includes 58 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038046-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/xpfiio
title: Research Plan Development for a YouTube-Based ASEAN Market NEV Content Ecosystem dataset

description: Research Project on Developing a YouTube-Based New Energy Vehicle Content Ecosystem in the ASEAN Market YouTube Sampling Dataset
DOI: 10.5281/zenodo.17625231
title: Dataset for "The Qualitative Laboratory: Theory Prototyping and Hypothesis Generation with Large Language Models"

description: This dataset contains the 16 raw discursive outputs generated by a Large Language Model for a sociological persona simulation experiment.

It serves as the supplementary data for the manuscript titled: "The Qualitative Laboratory: Theory Prototyping and Hypothesis Generation with Large Language Models," which is currently under review.

This Zenodo record will be updated with a link to the preprint and/or the final published article as soon as it becomes available. For full details on the study's methodology, personas, and stimuli, please refer to the corresponding manuscript.
DOI: 10.5281/zenodo.17625232
title: Dataset for "The Qualitative Laboratory: Theory Prototyping and Hypothesis Generation with Large Language Models"

description: This dataset contains the 16 raw discursive outputs generated by a Large Language Model for a sociological persona simulation experiment.

It serves as the supplementary data for the manuscript titled: "The Qualitative Laboratory: Theory Prototyping and Hypothesis Generation with Large Language Models," which is currently under review.

This Zenodo record will be updated with a link to the preprint and/or the final published article as soon as it becomes available. For full details on the study's methodology, personas, and stimuli, please refer to the corresponding manuscript.
DOI: 10.15468/dl.u6qv68
title: Occurrence Download

description: A dataset containing 174030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (iNaturalist Research-grade Observations)",
 "Geometry POLYGON((-124.05237 39.1488,-122.14036 39.1488,-122.14036 41.00668,-124.05237 41.00668,-124.05237 39.1488))",
 "Year is greater than or equal to 2014"
 ]
}

 The dataset includes 174030 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038040-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pjmh3g
title: Occurrence Download

description: A dataset containing 17714 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenotaphrum Trin."
 ]
}

 The dataset includes 17714 records from 532 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002561-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4kdtb4
title: Occurrence Download

description: A dataset containing 142624 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "StateProvince is Northern Cape",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 142624 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002562-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7yujz3
title: Occurrence Download

description: A dataset containing 619741 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 1990-2026"
 ]
}

 The dataset includes 619741 records from 609 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009724-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/14506bbd9a478305ed748105e68f04a4
title: Testing of a benthic incubation chamber design in a Virginia coastal bay, 2023, 2024, and 2025

description: Benthic incubation chambers enclose a known volume of water overlying a known area to measure water chemistry changes and are typically used to quantify the metabolic activity of benthic organisms or communities. Here, we report data from a series of tests validating a new benthic incubation chamber design. This data includes dissolved oxygen (DO) concentrations and temperatures recorded during three test deployments in South Bay, Virginia during August 2023 (T1_chamber_do_test_data), as well as data from light transmission tests. Light transmission tests included per wavelength transmission of PAR and ultraviolet radiation through the chamber wall (T2_wall_transmission_test) and lid (T3_lid_transmission_test), an in-situ PAR transmission comparison for two different sensor arrangements (side-mounted versus top-mounted) during July 2025 (T4_sensor_shading_test), and an in-situ comparison of natural ambient PAR versus PAR translated through a deployed chamber during March 2024 (T5_in_situ_light_test).
DOI: 10.15468/dl.4qnjdv
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "KingdomKey is Plantae",
 "Geometry POLYGON ((14.3551 50.05723, 14.35509 50.05726, 14.35509 50.05729, 14.35508 50.05732, 14.35507 50.05735, 14.35505 50.05738, 14.35504 50.05741, 14.35502 50.05743, 14.355 50.05746, 14.35498 50.05749, 14.35495 50.05751, 14.35493 50.05754, 14.3549 50.05756, 14.35487 50.05759, 14.35484 50.05761, 14.3548 50.05763, 14.35477 50.05765, 14.35473 50.05767, 14.35469 50.05768, 14.35465 50.0577, 14.35461 50.05771, 14.35457 50.05773, 14.35452 50.05774, 14.35448 50.05775, 14.35443 50.05776, 14.35439 50.05776, 14.35434 50.05777, 14.35429 50.05777, 14.35425 50.05778, 14.3542 50.05778, 14.35415 50.05778, 14.35411 50.05777, 14.35406 50.05777, 14.35401 50.05776, 14.35397 50.05776, 14.35392 50.05775, 14.35388 50.05774, 14.35383 50.05773, 14.35379 50.05771, 14.35375 50.0577, 14.35371 50.05768, 14.35367 50.05767, 14.35363 50.05765, 14.3536 50.05763, 14.35356 50.05761, 14.35353 50.05759, 14.3535 50.05756, 14.35347 50.05754, 14.35345 50.05751, 14.35342 50.05749, 14.3534 50.05746, 14.35338 50.05743, 14.35336 50.05741, 14.35335 50.05738, 14.35333 50.05735, 14.35332 50.05732, 14.35331 50.05729, 14.35331 50.05726, 14.3533 50.05723, 14.3533 50.0572, 14.3533 50.05717, 14.35331 50.05714, 14.35331 50.05711, 14.35332 50.05708, 14.35333 50.05705, 14.35335 50.05702, 14.35336 50.05699, 14.35338 50.05697, 14.3534 50.05694, 14.35342 50.05691, 14.35345 50.05689, 14.35347 50.05686, 14.3535 50.05684, 14.35353 50.05681, 14.35356 50.05679, 14.3536 50.05677, 14.35363 50.05675, 14.35367 50.05673, 14.35371 50.05672, 14.35375 50.0567, 14.35379 50.05669, 14.35383 50.05667, 14.35388 50.05666, 14.35392 50.05665, 14.35397 50.05664, 14.35401 50.05664, 14.35406 50.05663, 14.35411 50.05663, 14.35415 50.05662, 14.3542 50.05662, 14.35425 50.05662, 14.35429 50.05663, 14.35434 50.05663, 14.35439 50.05664, 14.35443 50.05664, 14.35448 50.05665, 14.35452 50.05666, 14.35457 50.05667, 14.35461 50.05669, 14.35465 50.0567, 14.35469 50.05672, 14.35473 50.05673, 14.35477 50.05675, 14.3548 50.05677, 14.35484 50.05679, 14.35487 50.05681, 14.3549 50.05684, 14.35493 50.05686, 14.35495 50.05689, 14.35498 50.05691, 14.355 50.05694, 14.35502 50.05697, 14.35504 50.05699, 14.35505 50.05702, 14.35507 50.05705, 14.35508 50.05708, 14.35509 50.05711, 14.35509 50.05714, 14.3551 50.05717, 14.3551 50.0572, 14.3551 50.05723))",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009802-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2yvdd7
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.37.66_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009805-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sz5mx8
title: Occurrence Download

description: A dataset containing 7425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alburnus alburnus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 1984"
 ]
}

 The dataset includes 7425 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009803-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bywxxb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"CHN.1.2_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009804-260108223611665/datasets/export for details.
DOI: 10.15468/dl.u5x5eb
title: Occurrence Download

description: A dataset containing 2609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is National Mammal Atlas Project, online recording",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is d3dd95c3-93d4-4349-a13f-55abf89ad140",
 "TaxonKey is Lepus timidus",
 "Year 1990-2024"
 ]
}

 The dataset includes 2609 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009806-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.