cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18123735
title: BIG-Bench Hard (BBH) Data Quality Investigation Report

description: Version 2.0 - 99 confirmed ground truth errors across 9 categories.
Verified using KYVER Framework (Kyung Yeosun Verification Framework) with 12 LLM models.
Categories corrected:

geometric_shapes: 49 (KYVER-Math)
salient_translation_error_detection: 21 (KYVER-AD)
movie_recommendation: 10 (KYVER-AD)
disambiguation_qa: 5 (KYVER-AD)
ruin_names: 5 (KYVER-AD)
causal_judgement: 4 (KYVER-AD)
date_understanding: 2 (KYVER-AD)
snarks: 2 (KYVER-AD)
sports_understanding: 1 (KYVER-AD)
GitHub: YeosunKyung/bbh-data-quality-report
DOI: 10.5281/zenodo.18123746
title: Linked collectors and determiners for: Bee Fauna of National Wildlife Refuges in the Pacific Northwest, 2010-2016.

description: Natural history specimen data linked to collectors and determiners held within, "Bee Fauna of National Wildlife Refuges in the Pacific Northwest, 2010-2016". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/6ff41330-8bc9-4283-819b-8759784f5e94 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/6ff41330-8bc9-4283-819b-8759784f5e94. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123743
title: Linked collectors and determiners for: Coleção Entomológica do Setor Palotina, Universidade Federal do Paraná.

description: Natural history specimen data linked to collectors and determiners held within, "Coleção Entomológica do Setor Palotina, Universidade Federal do Paraná". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/4ecf66f3-636f-4f86-8af4-2e4f6d23ebef using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/4ecf66f3-636f-4f86-8af4-2e4f6d23ebef. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123747
title: Linked collectors and determiners for: Université d'Aix-Marseille.

description: Natural history specimen data linked to collectors and determiners held within, "Université d'Aix-Marseille". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/74f3bc4b-7b4a-47bb-b64e-71de754c3dac using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/74f3bc4b-7b4a-47bb-b64e-71de754c3dac. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123748
title: Linked collectors and determiners for: A propos de quelques noms oubliés dans le genre Euphorbia L. (Euphorbiaceae) à Madagascar.

description: Natural history specimen data linked to collectors and determiners held within, "A propos de quelques noms oubliés dans le genre Euphorbia L. (Euphorbiaceae) à Madagascar". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/775a3d67-cfe9-4f8c-87e5-0c50808cb29a using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/775a3d67-cfe9-4f8c-87e5-0c50808cb29a. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123751
title: Linked collectors and determiners for: Ohio Wesleyan University Mammal Specimens (Arctos).

description: Natural history specimen data linked to collectors and determiners held within, "Ohio Wesleyan University Mammal Specimens (Arctos)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/7f9b9e18-e266-4bc0-ac29-37b86c5fc24f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/7f9b9e18-e266-4bc0-ac29-37b86c5fc24f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123752
title: Linked collectors and determiners for: Phengaris.

description: Natural history specimen data linked to collectors and determiners held within, "Phengaris". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/a1d9fbbf-6c9b-4af4-bd6a-86337c789bb2 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/a1d9fbbf-6c9b-4af4-bd6a-86337c789bb2. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123753
title: Linked collectors and determiners for: Ohio Wesleyan University Reptile Specimens (Arctos).

description: Natural history specimen data linked to collectors and determiners held within, "Ohio Wesleyan University Reptile Specimens (Arctos)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/a28138cb-d42a-460d-b16d-8ed2f911022f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/a28138cb-d42a-460d-b16d-8ed2f911022f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123754
title: Linked collectors and determiners for: Michael Sabourin Bee Specimens.

description: Natural history specimen data linked to collectors and determiners held within, "Michael Sabourin Bee Specimens". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b7429d9e-6800-479e-a2bf-2bbfb83405a7 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b7429d9e-6800-479e-a2bf-2bbfb83405a7. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123755
title: Linked collectors and determiners for: Colección Entomológica del Tecnológico de Antioquia (CETdeA) - Muscidae.

description: Natural history specimen data linked to collectors and determiners held within, "Colección Entomológica del Tecnológico de Antioquia (CETdeA) - Muscidae". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b887f035-fe85-45e5-9970-e777de3aa0ad using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b887f035-fe85-45e5-9970-e777de3aa0ad. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123756
title: Linked collectors and determiners for: Osteology collections of World Museum, National Museums Liverpool.

description: Natural history specimen data linked to collectors and determiners held within, "Osteology collections of World Museum, National Museums Liverpool". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/d53b5a65-b746-4703-9047-74a2ae9848a8 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/d53b5a65-b746-4703-9047-74a2ae9848a8. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123759
title: Linked collectors and determiners for: NEON Biorepository Carabid Collection (Archive Pooling).

description: Natural history specimen data linked to collectors and determiners held within, "NEON Biorepository Carabid Collection (Archive Pooling)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/044d870e-5718-410a-9450-9c2ceac8e1d9 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/044d870e-5718-410a-9450-9c2ceac8e1d9. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123760
title: Linked collectors and determiners for: Hymenoptera Nylander (Luomus).

description: Natural history specimen data linked to collectors and determiners held within, "Hymenoptera Nylander (Luomus)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/068acd6a-baea-4612-8b91-60c95f601f89 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/068acd6a-baea-4612-8b91-60c95f601f89. Formatted as a Frictionless Data package.
DOI: 10.6084/m9.figshare.30728297
title: Sub-pixel detection of dominant grass evolutionary lineages at four sites across the Great Plains, U.S. using hyperspectral data

description: Grasslands exhibit high taxonomic and functional diversity, particularly at fine spatial scales, posing challenges for remote sensing due to patchiness and species turnover. The spatial resolution of most remote sensing platforms often exceeds the size of homogeneous grassland patches, resulting in mixed pixels that hinder vegetation mapping. To address this, we applied Multiple Endmember Spectral Mixture Analysis (MESMA) to high-resolution (1 m<sup>2</sup>) hyperspectral imagery from the NEON Airborne Observatory Platform (AOP) to assess the predictive accuracies of fractional cover and dominance of four major grass evolutionary lineages, Andropogoneae, Panicoideae, Chloridoideae, and Pooideae, across four U.S. Great Plains grasslands. MESMA performance was evaluated using different endmember selection strategies, including leaf- vs. plot-level spectral endmembers and site-specific vs. multiple-site endmembers. Overall classification accuracy reached ~90% (Matthews Correlation Coefficient ~0.84) using optimal endmember combinations. While no single approach was universally superior, in general, leaf-level endmembers from focal sites and plot-level endmembers aggregated across all sites yielded higher overall accuracies. These results demonstrate that plot-level endmembers are more transferable across sites compared to leaf-level endmembers. Our results furthermore demonstrate that incorporating information about evolutionary relatedness can improve spectral unmixing results. This study advances sub-pixel mapping of grassland composition, offering insights for ecological modelling, land change prediction, and assessing grassland responses to environmental change and community composition.
DOI: 10.6084/m9.figshare.30728297.v1
title: Sub-pixel detection of dominant grass evolutionary lineages at four sites across the Great Plains, U.S. using hyperspectral data

description: Grasslands exhibit high taxonomic and functional diversity, particularly at fine spatial scales, posing challenges for remote sensing due to patchiness and species turnover. The spatial resolution of most remote sensing platforms often exceeds the size of homogeneous grassland patches, resulting in mixed pixels that hinder vegetation mapping. To address this, we applied Multiple Endmember Spectral Mixture Analysis (MESMA) to high-resolution (1 m<sup>2</sup>) hyperspectral imagery from the NEON Airborne Observatory Platform (AOP) to assess the predictive accuracies of fractional cover and dominance of four major grass evolutionary lineages, Andropogoneae, Panicoideae, Chloridoideae, and Pooideae, across four U.S. Great Plains grasslands. MESMA performance was evaluated using different endmember selection strategies, including leaf- vs. plot-level spectral endmembers and site-specific vs. multiple-site endmembers. Overall classification accuracy reached ~90% (Matthews Correlation Coefficient ~0.84) using optimal endmember combinations. While no single approach was universally superior, in general, leaf-level endmembers from focal sites and plot-level endmembers aggregated across all sites yielded higher overall accuracies. These results demonstrate that plot-level endmembers are more transferable across sites compared to leaf-level endmembers. Our results furthermore demonstrate that incorporating information about evolutionary relatedness can improve spectral unmixing results. This study advances sub-pixel mapping of grassland composition, offering insights for ecological modelling, land change prediction, and assessing grassland responses to environmental change and community composition.
DOI: 10.5281/zenodo.18123761
title: Linked collectors and determiners for: Données complémentaires de specimens d'herbiers du Centre National de Floristique (CNF), Côte d'Ivoire.

description: Natural history specimen data linked to collectors and determiners held within, "Données complémentaires de specimens d'herbiers du Centre National de Floristique (CNF), Côte d'Ivoire". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/0819e594-0b6b-4e41-9271-d277ff635bbd using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/0819e594-0b6b-4e41-9271-d277ff635bbd. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123764
title: Linked collectors and determiners for: Algae Fennoskandiae Orientalis.

description: Natural history specimen data linked to collectors and determiners held within, "Algae Fennoskandiae Orientalis". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/0e0c92ad-0e46-48c2-91a0-37743c0ef6e6 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/0e0c92ad-0e46-48c2-91a0-37743c0ef6e6. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123767
title: Linked collectors and determiners for: Lepidoptera Eastern Fennoscandia (Luomus) (LEPFEN).

description: Natural history specimen data linked to collectors and determiners held within, "Lepidoptera Eastern Fennoscandia (Luomus) (LEPFEN)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/0e631111-7b03-4894-8170-e3caeafe4bba using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/0e631111-7b03-4894-8170-e3caeafe4bba. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123768
title: Linked collectors and determiners for: Coleoptera World (Luomus) (CW).

description: Natural history specimen data linked to collectors and determiners held within, "Coleoptera World (Luomus) (CW)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/0f188bfc-2537-4863-90b7-3b5f856dc87e using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/0f188bfc-2537-4863-90b7-3b5f856dc87e. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123769
title: Linked collectors and determiners for: Bryophyte Herbarium (H): Herbarium Fennoscandiae orientalis.

description: Natural history specimen data linked to collectors and determiners held within, "Bryophyte Herbarium (H): Herbarium Fennoscandiae orientalis". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/1a1675be-791f-4a3e-a614-94117f36ae96 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/1a1675be-791f-4a3e-a614-94117f36ae96. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123770
title: Linked collectors and determiners for: Vascular Plant Herbarium: Herbarium Generale.

description: Natural history specimen data linked to collectors and determiners held within, "Vascular Plant Herbarium: Herbarium Generale". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/202cdfcf-0eac-4696-9e48-4797c562ff41 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/202cdfcf-0eac-4696-9e48-4797c562ff41. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123778
title: Linked collectors and determiners for: Dendrobium petrophilum (Kraenzl.) Garay ex N. Hallé, a well-named species describing its unusual chasmophytic ecology.

description: Natural history specimen data linked to collectors and determiners held within, "Dendrobium petrophilum (Kraenzl.) Garay ex N. Hallé, a well-named species describing its unusual chasmophytic ecology". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/248d7984-1f93-4514-b646-776c5c8238a8 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/248d7984-1f93-4514-b646-776c5c8238a8. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123775
title: Linked collectors and determiners for: Chenopodium pamiricum and allied species in Asia.

description: Natural history specimen data linked to collectors and determiners held within, "Chenopodium pamiricum and allied species in Asia". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/2342ed8e-8ef4-4181-97ca-e48faa860439 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/2342ed8e-8ef4-4181-97ca-e48faa860439. Formatted as a Frictionless Data package.
DOI: 10.15468/dl.v39sad
title: Occurrence Download

description: A dataset containing 386219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((26.01143 35.7961,45.01696 35.7961,45.01696 42.33988,26.01143 42.33988,26.01143 35.7961))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 386219 records from 367 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070706-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18123779
title: Linked collectors and determiners for: Coleoptera Palaearctic (Luomus) (PC).

description: Natural history specimen data linked to collectors and determiners held within, "Coleoptera Palaearctic (Luomus) (PC)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/2a1034af-7400-4e8c-b21b-3837926a9682 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/2a1034af-7400-4e8c-b21b-3837926a9682. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123780
title: Linked collectors and determiners for: Fungal atlas.

description: Natural history specimen data linked to collectors and determiners held within, "Fungal atlas". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/2bc4c2db-1dfa-419c-93ce-6602c5ae8c99 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/2bc4c2db-1dfa-419c-93ce-6602c5ae8c99. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123783
title: Linked collectors and determiners for: Muséum d'histoire naturelle de Grenoble.

description: Natural history specimen data linked to collectors and determiners held within, "Muséum d'histoire naturelle de Grenoble". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/2bfe2740-e884-49fd-a7cc-d4479c67884b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/2bfe2740-e884-49fd-a7cc-d4479c67884b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123784
title: Linked collectors and determiners for: Minor insect orders (Luomus).

description: Natural history specimen data linked to collectors and determiners held within, "Minor insect orders (Luomus)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/2cd85c8b-8b87-49b7-9031-7134c60af01c using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/2cd85c8b-8b87-49b7-9031-7134c60af01c. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123785
title: Linked collectors and determiners for: Artportalen.

description: Natural history specimen data linked to collectors and determiners held within, "Artportalen". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/38b4c89f-584c-41bb-bd8f-cd1def33e92f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/38b4c89f-584c-41bb-bd8f-cd1def33e92f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123786
title: Linked collectors and determiners for: Finnish Insect Database.

description: Natural history specimen data linked to collectors and determiners held within, "Finnish Insect Database". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3b301884-51b9-443f-b63c-47feeccfb89f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3b301884-51b9-443f-b63c-47feeccfb89f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123788
title: Linked collectors and determiners for: Bulbostylis litoreamazonicola, a new species of Cyperaceae from the Brazilian Amazonian coast.

description: Natural history specimen data linked to collectors and determiners held within, "Bulbostylis litoreamazonicola, a new species of Cyperaceae from the Brazilian Amazonian coast". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3c382b0d-3066-4eec-9c50-539be76f6e50 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3c382b0d-3066-4eec-9c50-539be76f6e50. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123789
title: Linked collectors and determiners for: Arachnida and Myriapoda (Luomus).

description: Natural history specimen data linked to collectors and determiners held within, "Arachnida and Myriapoda (Luomus)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3c40bd29-eb8e-4a0d-93c5-3cb1b7204a4f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3c40bd29-eb8e-4a0d-93c5-3cb1b7204a4f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123790
title: Linked collectors and determiners for: Coleoptera Mannerheim (Luomus) (CM).

description: Natural history specimen data linked to collectors and determiners held within, "Coleoptera Mannerheim (Luomus) (CM)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3d29ff16-884f-40f3-b98e-f54f715b55d9 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3d29ff16-884f-40f3-b98e-f54f715b55d9. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123793
title: Linked collectors and determiners for: Hymenoptera Eastern Fennoscandia (Luomus).

description: Natural history specimen data linked to collectors and determiners held within, "Hymenoptera Eastern Fennoscandia (Luomus)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3fa6a2b8-70d5-487b-b285-a7d0b4f31816 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3fa6a2b8-70d5-487b-b285-a7d0b4f31816. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123794
title: Linked collectors and determiners for: Diptera Holarctic (MZH/Luomus, Helsinki, Finland).

description: Natural history specimen data linked to collectors and determiners held within, "Diptera Holarctic (MZH/Luomus, Helsinki, Finland)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/402a90d1-8180-43c4-bd7d-5799d2da6e7f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/402a90d1-8180-43c4-bd7d-5799d2da6e7f. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18123795
title: Linked collectors and determiners for: Université Lyon 1.

description: Natural history specimen data linked to collectors and determiners held within, "Université Lyon 1". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/40a5e8ac-3d50-4e03-849c-d52defe3ff6b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/40a5e8ac-3d50-4e03-849c-d52defe3ff6b. Formatted as a Frictionless Data package.