cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15675768
title: WhenFactsExpire

description: This dataset is described in the article "When Facts Expire: Benchmarking Temporal Validity in Knowledge Graphs," under review at CIKM'2025. The source code for this resource can be found on the Github repository: WhenFactExpire.

Description

This benchmark addresses the critical challenge of temporal fact validation in Knowledge Graphs (KGs). While traditional KGs often treat facts as timeless, many are only valid within a specific temporal context (e.g., a person's employment at a company). This resource provides a systematic way to develop and evaluate models on their ability to recognize the temporal plausibility of facts.

The dataset is derived from the Wikidata dump of May 2023. It has been transformed to support a temporal validation task by generating negative samples through the corruption of the temporal context of true facts, while the subject, predicate, and object remain unchanged. This process ensures that models are evaluated specifically on their temporal reasoning capabilities.

The data is provided in multiple configurations to test different model capabilities, varying by:





Temporal Scope: A reduced, dense scope (1900-2023) and a full, sparser scope (-1000-2023).




Graph Size: Four sizes from Extra-Small to Large, based on entity connectivity.




Temporal Granularity: Year-level and Day-Month-Year level precision.



Contents





Processed.zip: The complete dataset with positive and negative samples organized by the configurations described above.




NaturalLanguageDescription.zip: Contains textual descriptions (where available) for entities, relations, and classes in the dataset.




Res_TKBI.zip: Contains the results produced by the algorithms referenced in the associated GitHub repository.
DOI: 10.5281/zenodo.15676633
title: Bridging large 3D asset generation models with additive manufacturing: An end-to-end 3D printing framework
DOI: 10.5281/zenodo.15676634
title: Bridging large 3D asset generation models with additive manufacturing: An end-to-end 3D printing framework
DOI: 10.34740/kaggle/dsv/12186383
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5519/qd.7mxvdxlm
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (121 records)
DOI: 10.15468/dl.n5n5s6
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "DatasetKey is one of (Anidación de tortugas en las playas Mulatos y Vigía del Parque Nacional Natural Sanquianga, Tortugas marinas observadas en las playas del litoral Pacífico nariñense en 2002, SWFSC Marine Mammal Survey, STAR 1998, Cruise 1612, Colección de Reptiles del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-R), Colección de Tejidos del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-CT), iNaturalist Research-grade Observations, SWFSC Marine Mammal Survey, STAR 1998, Cruise 1610, Colección de Reptiles - Museo de Herpetología de la Universidad de Antioquia, Avistamiento de fauna en el trayecto entre Buenaventura y Malpelo, Colección de Herpetología de la Universidad del Quindío (HERPETOS-UQ))",
 "TaxonKey is Lepidochelys olivacea (Eschscholtz, 1829)"
 ]
}

 The dataset includes 256 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049106-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/udvgkb
title: Replication Data for: Idiosyncratic Volatility and the ICAPM Covariance Risk

description: Replication package for "Idiosyncratic Volatility and the ICAPM Covariance Risk" (accepted for publication in JFQA in 2025)
DOI: 10.15468/dl.megqb8
title: Occurrence Download

description: A dataset containing 334636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Neottia cordata (L.) Rich., Lupinus polyphyllus Lindl.)",
 "Geometry POLYGON ((-180 45.53015, 180 45.53015, 180 83.62313, -180 83.62313, -180 45.53015))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "CoordinateUncertaintyInMeters is less than or equal to 50000"
 ]
}

 The dataset includes 334636 records from 390 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049103-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/bc73609ca060e34c062b5b2c3389928c
title: Monitoring juvenile Chinook salmon outmigration using rotary screw traps on Deer and Mill creeks 2023 to present

description: The California Department of Fish and Wildlife (CDFW) conducts juvenile salmonid emigration monitoring on Mill and Deer Creek (Tehama County, CA) annually from October through June using rotary screw traps (RSTs). Data from this monitoring is used to estimate juvenile spring-run Chinook salmon (Oncorhynchus tshawytscha) (spring-run) abundance and passage, identify yearling outmigration timing and alert resource agencies of juvenile spring-run presence in the lower Sacramento-San Joaquin Delta. This data will be included in the development of a juvenile production estimate (JPE) for spring-run Chinook salmon in the Sacramento River as required by Condition of Approval 7.5.2 of Incidental Take Permit No. 2081-2019-006-00 (ITP) issued by CDFW to California Department of Water Resources (DWR) for the long-term operation of the State Water Project. Salmonid data collected from the Mill and Deer RSTs, among other datasets, is also used by the Salmon Monitoring Team (SaMT) to understand the movement of juvenile salmon in the Sacramento River Watershed to estimate the number of winter-run and spring-run Chinook salmon that have entered the Sacramento-San Joaquin Delta (Delta). SaMT is a real-time operations monitoring team required by Condition of Approval 8.1.2 of the ITP which meets weekly from October through June, to provide advice for real-time management of SWP operations to DWR, CDFW, and the Water Operation Management Team (WOMT) to minimize take of winter-run and spring-run Chinook salmon in the Delta.
 This data package is complimentary to edi.1504 and represents current RST monitoring on Deer and Mill creeks. Data within the current year’s monitoring season are considered provisional.
DOI: 10.15468/dl.4k6uk7
title: Occurrence Download

description: A dataset containing 2151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Formación de una base de datos y elaboración de un atlas de la herpetofauna de México (Anfibiosreptiles), Propuesta para la realización de 37 fichas biológicas de las especies de herpetofauna incluidas en la NOM-059 presentes en la Península de Yucatán, Global Roadkill Data: a dataset on terrestrial vertebrate mortality caused by collision with vehicles (Opportunistic Records), Fortalecimiento de las colecciones de ECOSUR. Primera fase (Herpetológica Chetumal), Diagnóstico de las invasiones biológicas de vertebrados exóticos en la Isla Cozumel y propuesta de plan para su manejo, CM Herps Collection, Actualización y enriquecimiento de las bases de datos del proyecto de evaluación y análisis geográfico de la diversidad faunística de Chiapas, Computarización de las colecciones de vertebrados terrestres de la Escuela Nacional de Ciencias Biológicas, IPN Fase 4 (Anfibios y reptiles), Digitalización y Sistematización de las Colecciones Biológicas Nacionales del Instituto de Biología, UNAM (vertebrados))",
 "HasCoordinate is true",
 "TaxonKey is Boa imperator Daudin, 1803"
 ]
}

 The dataset includes 2151 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049107-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76e38u
title: Occurrence Download

description: A dataset containing 287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Merostachys fischeriana Rupr. ex Döll"
 ]
}

 The dataset includes 287 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049108-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13012/b2idb-6350115_v1
title: Data for article about perceived trustworthiness of social media AI-Generated content

description: The dataset includes responses from approximately 550 participants to survey questions about trust in images labeled with AI-related tags, compared to other images found online. The questions also explore how the type of label influences their trust.
DOI: 10.15468/dl.rqcn87
title: Occurrence Download

description: A dataset containing 26014 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Base de Datos de Flora de la Cuenca del Río Orinoco en Colombia"
 ]
}

 The dataset includes 26014 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049109-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29330006
title: TT KPI data from the TT pilot and control group of Scenario 2 - focus on the balance of Gross income and RTO

description: Исследование эмпирически обосновывает применение кластерных стратегий для управления рентабельностью и потерями в федеральных FMCG-сетях России. На основе адаптированного подхода A/B-тестирования в офлайн ритейле в 117 торговых точках (ТТ) сети «Магнит» (октябрь 2022 – июнь 2023) исследованы два сценария кластерных стратегий: 1) стратегия «максимизации Валовой доходности (ВД)» и 2) стратегия оптимального баланса между «ВД и розничным товарооборотом (РТО)». Изменения включали кластерную оптимизацию ассортиментных матриц (АМ) с заменой неликвидных SKU категории FRESH на высокомаржинальные безалкогольные/слабоалкогольные напитки (БАН/САН) в холодильных горках (ХГ) и оценку влияния на KPI (EBITDA, товарные запасы, доступность).The study empirically substantiates the use of cluster strategies to manage profitability and losses in Russia's federal FMCG networks. Based on an adapted A/B testing approach in offline retail in 117 Magnit retail outlets (October 2022 - June 2023), two scenarios of cluster strategies were investigated.: 1) the strategy of "maximizing Gross profitability (GD)" and 2) the strategy of optimal balance between "GD and retail turnover (RTO)". The changes included cluster optimization of assortment matrices (AM) with the replacement of illiquid SKUs of the FRESH category with high-margin soft/low-alcohol beverages (BAN/SAN) in refrigerated slides (HC) and an assessment of the impact on KPIs (EBITDA, inventories, availability).
DOI: 10.6084/m9.figshare.29330006.v1
title: TT KPI data from the TT pilot and control group of Scenario 2 - focus on the balance of Gross income and RTO

description: Исследование эмпирически обосновывает применение кластерных стратегий для управления рентабельностью и потерями в федеральных FMCG-сетях России. На основе адаптированного подхода A/B-тестирования в офлайн ритейле в 117 торговых точках (ТТ) сети «Магнит» (октябрь 2022 – июнь 2023) исследованы два сценария кластерных стратегий: 1) стратегия «максимизации Валовой доходности (ВД)» и 2) стратегия оптимального баланса между «ВД и розничным товарооборотом (РТО)». Изменения включали кластерную оптимизацию ассортиментных матриц (АМ) с заменой неликвидных SKU категории FRESH на высокомаржинальные безалкогольные/слабоалкогольные напитки (БАН/САН) в холодильных горках (ХГ) и оценку влияния на KPI (EBITDA, товарные запасы, доступность).The study empirically substantiates the use of cluster strategies to manage profitability and losses in Russia's federal FMCG networks. Based on an adapted A/B testing approach in offline retail in 117 Magnit retail outlets (October 2022 - June 2023), two scenarios of cluster strategies were investigated.: 1) the strategy of "maximizing Gross profitability (GD)" and 2) the strategy of optimal balance between "GD and retail turnover (RTO)". The changes included cluster optimization of assortment matrices (AM) with the replacement of illiquid SKUs of the FRESH category with high-margin soft/low-alcohol beverages (BAN/SAN) in refrigerated slides (HC) and an assessment of the impact on KPIs (EBITDA, inventories, availability).
DOI: 10.5281/zenodo.15673825
title: NUMETO-TUM MLLM-CADSet
DOI: 10.15468/dl.fjucdk
title: Occurrence Download

description: A dataset containing 15423228 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Argentina"
 ]
}

 The dataset includes 15423228 records from 2336 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049083-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53387
title: Thoughts on the new creation, 1910

description: [description english/roman)] Tract entitled "Thoughts on the new creation" by Mary Boddy, 1910. Contents: Cavalry's cleansing [poem]; 1. The fall of man; 2. The power of the blood; 3. The new man: spirit, soul, and body; 4. Practical realization of the new creation in the baptism of the Holy Ghost; 5. A spirit-controlled life: the preparation of the bride; 6. Trials of faith, leading to the manifestation of the sons of God; 7. The overcomers befoe the throne in the new Jerusalem; 8. Discipline & perfect love; 9. Conclusion; Free indeed [poem]; advertisments
DOI: 10.15468/dl.8arccp
title: Occurrence Download

description: A dataset containing 1026 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diachrysia chryson (Esper, 1789))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 1026 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0239074-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fhp36g
title: Occurrence Download

description: A dataset containing 2031 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "HasCoordinate is true",
 "TaxonKey is Halophila Thouars",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2031 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070812-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53369
title: Thoughts on the new creation, 1910

description: [description english/roman)] Tract entitled "Thoughts on the new creation" by Mary Boddy, 1910. Contents: Cavalry's cleansing [poem]; 1. The fall of man; 2. The power of the blood; 3. The new man: spirit, soul, and body; 4. Practical realization of the new creation in the baptism of the Holy Ghost; 5. A spirit-controlled life: the preparation of the bride; 6. Trials of faith, leading to the manifestation of the sons of God; 7. The overcomers befoe the throne in the new Jerusalem; 8. Discipline & perfect love; 9. Conclusion; Free indeed [poem]; advertisments
DOI: 10.15468/dl.33wc9y
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Synoicus monorthonyx",
 "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 68 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093038-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5vekg
title: Occurrence Download

description: A dataset containing 12066 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carabus coriaceus Linnaeus, 1758, Carabus glabratus Paykull, 1790)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 12066 records from 172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0358322-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53311
title: "Pentecost" at Sunderland. Testimony of a Lancashire builder to his pentecost with the sign of tongues, 1907?

description: [description english/roman)] "Pentecost" at Sunderland. VIII. Testimony of a Lancashire builder(Mr. H. Mogridge, Northlands, Lytham). Contents: Avoid a scene; A new tongue; An eternity of praise. From the Christian herald, December 26th, 1907 (Report of a meeting at Bethshan, 10, Drayton Park, N.)
DOI: 10.15468/dl.ftu2ov
title: Occurrence Download

description: A dataset containing 84866 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Database of Native Plants in Taiwan"
 ]
}

 The dataset includes 84866 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014512-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqfgsp
title: Occurrence Download

description: A dataset containing 34161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Microbial communities in estuarine sediments",
 "Country is Australia"
 ]
}

 The dataset includes 34161 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0128113-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53674
title: "Tongues," a reply to critics, 1907

description: [description english/roman)] Tract entitled "'Tongues,' a reply to critics" by T.B. Barratt, of Christiania, Norway, with a preface by the Rev. Alexander A. Boddy. An apologetic for glossalalia [36 pages].
DOI: 10.15468/dl.7qg53b
title: Occurrence Download

description: A dataset containing 1386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Nepal",
 "OccurrenceStatus is Present",
 "TaxonKey is Reptilia"
 ]
}

 The dataset includes 1386 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0378498-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jegmyy
title: Occurrence Download

description: A dataset containing 874 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Japan",
 "Year 1995-2005",
 "HasCoordinate is true",
 "TaxonKey is Hypsipetes amaurotis (Temminck, 1830)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 874 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059095-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-53388
title: Thoughts on the new creation, 1910

description: [description english/roman)] Tract entitled "Thoughts on the new creation" by Mary Boddy, 1910. Contents: Cavalry's cleansing [poem]; 1. The fall of man; 2. The power of the blood; 3. The new man: spirit, soul, and body; 4. Practical realization of the new creation in the baptism of the Holy Ghost; 5. A spirit-controlled life: the preparation of the bride; 6. Trials of faith, leading to the manifestation of the sons of God; 7. The overcomers befoe the throne in the new Jerusalem; 8. Discipline & perfect love; 9. Conclusion; Free indeed [poem]; advertisments
DOI: 10.15468/dl.p5nbsq
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ponerorchis puberula (King & Pantl.) Verm."
 ]
}

 The dataset includes 32 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093036-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2v8s7y
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ardeotis nigriceps (Vigors, 1831)"
 ]
}

 The dataset includes 47 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019269-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.