cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18090624
title: BIG-Bench Hard (BBH) Data Quality Investigation Report

description: 38 ground truth labeling errors identified in the BIG-Bench Hard (BBH) benchmark dataset through systematic multi-model cross-verification.
Verification Models

GPT-4o (OpenAI)
GPT-5.2 Pro (OpenAI, manual verification)
Claude Sonnet 4 (Anthropic)
Claude Opus 4.5 (Anthropic)
DeepSeek-Reasoner (DeepSeek)
Qwen3-8B (Alibaba)
Error Summary

date_understanding: 7 errors (calculation/date arithmetic)
geometric_shapes: 31 errors (systematic K mislabeling)

17 cases: (K) ellipse → (A) circle (SVG arc with rx=ry)
14 cases: (K) trapezoid → (H) rectangle (perpendicular sides)
Note on date_understanding
GPT-5.2 Pro verified 8 disputed cases and confirmed the original labels were correct. The confirmed 7 errors are from unanimous multi-model agreement.
Impact
12.4% error rate in geometric_shapes ground truth causes models with correct reasoning to be penalized.
description: v1.3.0: Corrected error count to 38 (7 date + 31 geometric). GPT-5.2 Pro confirmed 8 disputed date_understanding cases matched original labels.
DOI: 10.15468/dl.jwsdf9
title: Occurrence Download

description: A dataset containing 38871 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "OccurrenceStatus is Present",
 "TaxonKey is Myiopsitta monachus"
 ]
}

 The dataset includes 38871 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068848-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14337229
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18090403
title: Replication data for "Measuring Economic Development from the Ground Up: Gas Station Infrastructure as an Alternative to Nighttime Lights"

description: This repository contains the data and code used in the paper “Measuring Economic Development from the Ground Up: Gas Station Infrastructure as an Alternative to Nighttime Lights.” The data and scripts provided are sufficient to reproduce the empirical results and figures reported in the manuscript. Scripts related to index construction are included for methodological transparency but are not required for replication.
DOI: 10.5281/zenodo.18090404
title: Replication data for "Measuring Economic Development from the Ground Up: Gas Station Infrastructure as an Alternative to Nighttime Lights"

description: This repository contains the data and code used in the paper “Measuring Economic Development from the Ground Up: Gas Station Infrastructure as an Alternative to Nighttime Lights.” The data and scripts provided are sufficient to reproduce the empirical results and figures reported in the manuscript. Scripts related to index construction are included for methodological transparency but are not required for replication.
DOI: 10.15468/dl.b6nfh3
title: Occurrence Download

description: A dataset containing 9195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((-5.15295 36.36301,-3.82834 36.36301,-3.82834 37.15528,-5.15295 37.15528,-5.15295 36.36301))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vulpes vulpes"
 ]
}

 The dataset includes 9195 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068849-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18090512
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by José Cuatrecasas, http://www.wikidata.org/entity/Q3088960. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q3088960
DOI: 10.5281/zenodo.8106217
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by José Cuatrecasas, http://www.wikidata.org/entity/Q3088960. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q3088960
DOI: 10.15468/dl.mqjsjc
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "OccurrenceStatus is Present",
 "TaxonKey is Myiopsitta monachus"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068850-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18090643
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Nigel Pitman, https://orcid.org/0000-0002-9211-2880. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.15468/dl.cjngax
title: Occurrence Download

description: A dataset containing 106678 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haematopus unicolor",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 106678 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068842-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.catd7n
title: Occurrence Download

description: A dataset containing 480 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenocereus martinezii"
 ]
}

 The dataset includes 480 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068851-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tswprw
title: Occurrence Download

description: A dataset containing 311257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Psychodidae"
 ]
}

 The dataset includes 311257 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068847-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e242025
title: Abubakar Tafawa Balewa University 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Abubakar Tafawa Balewa University 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.15468/dl.acnbk3
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "TaxonKey is Myiopsitta monachus"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068853-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/8v4efm
title: Molecular phylogeny and taxonomy reveal two new genera and five new species in Phanerochaetaceae (Polyporales) from Yunnan, Southwest China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Xu, Ying, Yang, Yang, Yang, Xin, Chen, Daxiang, Zheng, Wen, Shen, Kaize, Zhang, Sicheng, Zhao, Changlin (2025): Molecular phylogeny and taxonomy reveal two new genera and five new species in Phanerochaetaceae (Polyporales) from Yunnan, Southwest China. MycoKeys 113: 263-294, DOI: 10.3897/mycokeys.113.140624AbstractIn the present study, two new genera Paradonkia, and Neodonkiella, and five new species, viz. Paradonkia farinacea, Neodonkiella yinjiangensis, Phanerochaete albocremea, Phanerochaete fissurata, and Phanerochaete punctata collected from southern China, are proposed based on a combination of morphological features and molecular evidence. Paradonkia farinacea is characterized by the resupinate, membranaceous basidiomata with pale cream to gray cream hymenial surface and a monomitic hyphal system with simple septa and clamp connections; Neodonkiella yinjiangensis is characterized by soft coriaceous basidiomata, a monomitic hyphal system and ellipsoid basidiospores (3.5–5 × 2–2.5 µm); Phanerochaete albocremea is characterized by resupinate basidiomata with white to a pale cream hymenial surface, and ellipsoid basidiospores (3.5–5 × 2–3 µm); Phanerochaete fissurata is characterized by gray-brown and cracked hymenial surface, and ellipsoid basidiospores (4–5.5 × 2–3 µm) and Phanerochaete punctata is characterized by farinaceous basidiomata, a monomitic hyphal system, and ellipsoid basidiospores. Sequences of the internal transcribed spacers (ITS) and the large subunit (nLSU) of the nuclear ribosomal DNA (rDNA) markers of the studied samples were generated. Phylogenetic analyses were performed using the maximum likelihood, maximum parsimony, and Bayesian inference methods. The phylogram based on the ITS + nLSU rDNA gene regions, revealed that two new genera, Paradonkia and Neodonkiella, belong to the family Phanerochaetaceae, and three new species belong to the genus Phanerochaete in the family Phanerochaetaceae.
DOI: 10.5281/zenodo.18090014
title: Datos de replicación para: Funciones de índice de sitio para Austrocedrus chilensis en el sudoeste de Río Negro (Argentina)
title: Replication data for: Site index curves for Austrocedrus chilensis in south-western Río Negro (Argentina)

description: Se publican los datos primarios del análisis de fuste de 23 árboles de sitio usados en Yapura (2023) para el ajuste de tres modelos predictivos del crecimiento en altura dominante, los que permiten evaluar la calidad de sitio en bosques de Austrocedrus chilensis (D. Don) Florin et Boutleje (ciprés de la cordillera). Para los mismos 23 árboles, adicionalmente se publican datos primarios que pueden ser de interés para otros trabajos. También se publican los datos de cinco análisis de fuste publicados por Costantino (1949) y que en Yapura (2023) fueron usados para construir una muestra de validación estadística. Los datos se publican como una base de datos almacenada en un archivo único en formato SQLite. Complementariamente, se publica un Jupyter notebook en el que se presentan fragmentos de código Python para extraer y procesar los datos primarios de la investigación, los cuales luego son utilizados para reproducir los resultados del ajuste de uno de los tres modelos presentados en Yapura (2023).
description: Primary data from 23 site-tree stem analyses are published, which were used in Yapura (2023) for fitting three predictive dominant height growth models that are appropriate for site quality assessment in Austrocedrus chilensis (D. Don) Florin et Boutleje (ciprés de la cordillera) forests. For the same 23 trees, additional primary data are published that may be of interest for other work. Stem analysis data from five trees published by Costantino (1949) that were used in Yapura (2023) to assemble a statistical validation sample are also published. Data is published as a database stored in a single file in SQLite format. Complementarily, a Jupyter notebook with Python code fragments to extract and process primary research data is also published. Processed data is then used to reproduce the results of adjusting one of the three models presented in Yapura (2023).
DOI: 10.5281/zenodo.18090015
title: Datos de replicación para: Funciones de índice de sitio para Austrocedrus chilensis en el sudoeste de Río Negro (Argentina)
title: Replication data for: Site index curves for Austrocedrus chilensis in south-western Río Negro (Argentina)

description: Se publican los datos primarios del análisis de fuste de 23 árboles de sitio usados en Yapura (2023) para el ajuste de tres modelos predictivos del crecimiento en altura dominante, los que permiten evaluar la calidad de sitio en bosques de Austrocedrus chilensis (D. Don) Florin et Boutleje (ciprés de la cordillera). Para los mismos 23 árboles, adicionalmente se publican datos primarios que pueden ser de interés para otros trabajos. También se publican los datos de cinco análisis de fuste publicados por Costantino (1949) y que en Yapura (2023) fueron usados para construir una muestra de validación estadística. Los datos se publican como una base de datos almacenada en un archivo único en formato SQLite. Complementariamente, se publica un Jupyter notebook en el que se presentan fragmentos de código Python para extraer y procesar los datos primarios de la investigación, los cuales luego son utilizados para reproducir los resultados del ajuste de uno de los tres modelos presentados en Yapura (2023).
description: Primary data from 23 site-tree stem analyses are published, which were used in Yapura (2023) for fitting three predictive dominant height growth models that are appropriate for site quality assessment in Austrocedrus chilensis (D. Don) Florin et Boutleje (ciprés de la cordillera) forests. For the same 23 trees, additional primary data are published that may be of interest for other work. Stem analysis data from five trees published by Costantino (1949) that were used in Yapura (2023) to assemble a statistical validation sample are also published. Data is published as a database stored in a single file in SQLite format. Complementarily, a Jupyter notebook with Python code fragments to extract and process primary research data is also published. Processed data is then used to reproduce the results of adjusting one of the three models presented in Yapura (2023).
DOI: 10.3886/e242026
title: Ahmadu Bello University, Zaria 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Ahmadu Bello University, Zaria 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242027
title: Bayero University, Kano 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Bayero University, Kano 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.15468/dl.5vu8xd
title: Occurrence Download

description: A dataset containing 2955 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is one of (aa40a1e0-818b-11d9-b6d0-b8a03c50a862, 8edbbde0-055e-11d8-b850-b8a03c50a862, ff90b050-c256-11db-b71b-b8a03c50a862, bc092ff0-02e4-11dc-991f-b8a03c50a862, 939ed180-aa7b-11db-8edf-b8a03c50a862, 2d6267a0-0561-11d8-b851-b8a03c50a862, 493fe050-055d-11d8-b84f-b8a03c50a862, b554c320-0560-11d8-b851-b8a03c50a862, 8a471700-4ce8-11db-b80e-b8a03c50a862)",
 "TaxonKey is Vulpes macrotis"
 ]
}

 The dataset includes 2955 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068854-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17576683
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by David Eric Symon, http://www.wikidata.org/entity/Q5799961. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q5799961
DOI: 10.5281/zenodo.18090600
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by David Eric Symon, http://www.wikidata.org/entity/Q5799961. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q5799961
DOI: 10.5281/zenodo.18090707
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Amelia Smith Calvert, http://www.wikidata.org/entity/Q2965374. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q2965374
DOI: 10.5281/zenodo.8030848
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Amelia Smith Calvert, http://www.wikidata.org/entity/Q2965374. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q2965374
DOI: 10.15468/dl.8jznjy
title: Occurrence Download

description: A dataset containing 45039 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uruguay",
 "OccurrenceStatus is Present",
 "TaxonKey is Myiopsitta monachus"
 ]
}

 The dataset includes 45039 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068855-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18090671
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by George Edward Bohart, http://www.wikidata.org/entity/Q86458114. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q86458114
DOI: 10.5281/zenodo.18090712
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Thomas Coulter, http://www.wikidata.org/entity/Q2029038. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q2029038
DOI: 10.5281/zenodo.8111385
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Thomas Coulter, http://www.wikidata.org/entity/Q2029038. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q2029038
DOI: 10.3886/e242028
title: Federal University of Petroleum Resources, Effurun 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Federal University of Petroleum Resources, Effurun 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242029
title: Federal University of Technology, Akure 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Federal University of Technology, Akure 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242030
title: Federal University of Technology, Minna 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Federal University of Technology, Minna 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.5281/zenodo.13761229
title: Data and code related to Surrogate-based Bayesian calibration methods for chaotic systems: a comparison of traditional and non-traditional approaches

description: Data and code related to Surrogate-based Bayesian calibration methods for chaotic systems: a comparison of traditional and non-traditional approaches
DOI: 10.5281/zenodo.18089498
title: Data and code related to Surrogate-based Bayesian calibration methods for chaotic systems: a comparison of traditional and non-traditional approaches

description: Data and code related to Surrogate-based Bayesian calibration methods for chaotic systems: a comparison of traditional and non-traditional approaches
DOI: 10.15468/dl.5665kq
title: Occurrence Download

description: A dataset containing 1228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thymus membranaceus Boiss.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1228 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017480-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wv4cy2
title: Occurrence Download

description: A dataset containing 346273 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Convallaria majalis L."
 ]
}

 The dataset includes 346273 records from 1247 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017455-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh0206638.10fu
title: SH0206638.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.