cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4wj94k
title: Occurrence Download

description: A dataset containing 727 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DecimalLatitude is greater than or equal to 54.5617",
 "DecimalLatitude is less than or equal to 63",
 "DecimalLongitude is greater than or equal to 4.63",
 "DecimalLongitude is less than or equal to 20",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2010",
 "TaxonKey is one of (Halictus maculatus, Halictus maculatus Smith, 1848, Halictus maculatus Smith, 1848, 157837615, Halictus maculatus Smith, 1848, Halictus maculatus Smith, 1848, Halictus maculatus Smith, 1848, 130506081, Halictus maculatus Smith, 1848, 110198178, 161562903, Halictus maculatus Smith, 1848, Sphecodes rufiventris (Panzer 1798) Panzer 1798, Sphecodes ephippius (Linné 1767) Linne 1767, Sphecodes gibbus (Linnaeus 1758) Linnaeus 1758, Sphecodes monilicornis (Kirby 1802) Kirby 1802, Sphecodes rufiventris (Panzer, 1798), Sphecodes ephippius (Linnaeus, 1767), Sphecodes monilicornis (Kirby, 1802), Sphecodes gibbus (Linnaeus, 1758))"
 ]
}

 The dataset includes 727 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095956-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mkfxns
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-93.20835 18.50566,-93.25855 18.49115,-93.25779 18.44379,-93.24389 18.42685,-93.19668 18.40665,-93.16196 18.41032,-93.13007 18.43727,-93.12595 18.47635,-93.14175 18.49654,-93.20835 18.50566))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 170 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043678-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d3x4fc
title: Occurrence Download

description: A dataset containing 14219 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vaccinium macrocarpon Aiton"
 ]
}

 The dataset includes 14219 records from 244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082677-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdzy6r
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Corchorus olitorius L."
 ]
}

 The dataset includes 67 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0184104-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lq6d28
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Baccharis truncata Gardner",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018287-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nnvnjr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "TaxonKey is Lanx subrotunda (Tryon, 1865)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0193130-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxqrsw
title: Occurrence Download

description: A dataset containing 197 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Searsia nebulosa (Schönland) Moffett"
 ]
}

 The dataset includes 197 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154333-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ueort7
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "Geometry POLYGON((-114.02429 13.98718,-83.97571 13.98718,-83.97571 26.01282,-114.02429 26.01282,-114.02429 13.98718))",
 "HasCoordinate is true",
 "TaxonKey is Tillandsia macrochlamys Baker",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018287-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgwvcz
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Melocactus peruvianus Vaupel"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0184113-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbtw7m
title: Occurrence Download

description: A dataset containing 85972 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mollusca specimens of Toyama Science Museum"
 ]
}

 The dataset includes 85972 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018287-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9m2uy
title: Occurrence Download

description: A dataset containing 1697 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Sibon nebulatus (Linnaeus, 1758)",
 "TaxonKey is Sibon nebulatus popayanensis Peters, 1960",
 "TaxonKey is Sibon nebulatus hartwegi Peters, 1960",
 "TaxonKey is Sibon nebulata popayanensis Pérezsantos & Moreno, 1988",
 "TaxonKey is Sibon nebulatus nebulatus",
 "TaxonKey is Sibon nebulata nebulata",
 "TaxonKey is Sibon nebulata leucomelas Pérezsantos & Moreno, 1988",
 "TaxonKey is Sibon nebulata Gorzula & Señaris, 1999",
 "TaxonKey is Sibon nebulatus grandiocularis Garrett, 1997",
 "TaxonKey is Sibon nebulata hartwegi Pérezsantos & Moreno, 1988"
 ]
}

 The dataset includes 1697 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003409-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0s6viw
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Naturpark Kottenforst-Ville 16.6.09"
 ]
}

 The dataset includes 83 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018286-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q3kt49
title: Occurrence Download

description: A dataset containing 383 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Micrurus surinamensis (Cuvier, 1816)"
 ]
}

 The dataset includes 383 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169024-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lfjlh9
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "Geometry POLYGON((-114.52429 14.48718,-84.47571 14.48718,-84.47571 26.51282,-114.52429 26.51282,-114.52429 14.48718))",
 "HasCoordinate is true",
 "TaxonKey is Tillandsia foliosa M.Martens & Galeotti",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018288-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7kudu7
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "Geometry POLYGON((-65.83008 -60.19616,-16.34766 -60.67318,-15.11719 -42.81152,-13.71094 -12.89749,-31.28906 10.83331,-43.24219 24.84657,-38.32031 36.87962,-25.83984 65.58572,-36.38672 67.54217,-47.63672 67.54217,-68.68652 67.25506,-69.16992 65.54937,-77.21191 64.68032,-78.00293 63.33241,-77.3877 62.20651,-72.68555 59.04055,-70.13672 53.85253,-76.24512 48.95137,-78.83789 41.83683,-82.44141 37.30028,-95.80078 33.57801,-101.77734 27.21556,-98.10791 18.16673,-94.81201 17.28771,-90.06592 14.96601,-87.60498 15.00846,-85.18799 13.94473,-84.35303 10.2933,-82.33154 8.68964,-81.10107 8.47237,-80.52979 8.6462,-79.29932 9.25394,-78.46436 8.9936,-77.03613 7.4932,-69.60937 2.1089,-50.97656 -14.26438,-68.99414 -40.5138,-72.1582 -51.01375,-68.4668 -54.41893,-65.83008 -60.19616))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phataria unifascialis (Gray, 1840)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188087-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgheos
title: Occurrence Download

description: A dataset containing 1200 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Invertebrate specimens of Toyama Science Museum"
 ]
}

 The dataset includes 1200 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018288-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pebw4b
title: Occurrence Download

description: A dataset containing 2056 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vespa mandarinia Smith, 1852"
 ]
}

 The dataset includes 2056 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0184111-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ubs4e
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "DatasetKey is Herbarium Senckenbergianum (FR)"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018289-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b3k239
title: Occurrence Download

description: A dataset containing 7471 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "MediaType is Image",
 "TaxonKey is Solanum L."
 ]
}

 The dataset includes 7471 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0204003-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3tn2g
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "Geometry POLYGON((-65.83008 -60.19616,-16.34766 -60.67318,-15.11719 -42.81152,-13.71094 -12.89749,-31.28906 10.83331,-43.24219 24.84657,-38.32031 36.87962,-25.83984 65.58572,-36.38672 67.54217,-47.63672 67.54217,-68.68652 67.25506,-69.16992 65.54937,-77.21191 64.68032,-78.00293 63.33241,-77.3877 62.20651,-72.68555 59.04055,-70.13672 53.85253,-76.24512 48.95137,-78.83789 41.83683,-82.44141 37.30028,-95.80078 33.57801,-101.77734 27.21556,-98.10791 18.16673,-94.81201 17.28771,-90.06592 14.96601,-87.60498 15.00846,-85.18799 13.94473,-84.35303 10.2933,-82.33154 8.68964,-81.10107 8.47237,-80.52979 8.6462,-79.29932 9.25394,-78.46436 8.9936,-77.03613 7.4932,-69.60937 2.1089,-50.97656 -14.26438,-68.99414 -40.5138,-72.1582 -51.01375,-68.4668 -54.41893,-65.83008 -60.19616))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Leiaster speciosus von Martens, 1866"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188090-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zy9n4b
title: Occurrence Download

description: A dataset containing 5493 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucalyptus regnans F.Muell."
 ]
}

 The dataset includes 5493 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018290-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdedx7
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "Geometry POLYGON((-121.70224 13.51472,-79.29776 13.51472,-79.29776 30.48528,-121.70224 30.48528,-121.70224 13.51472))",
 "HasCoordinate is true",
 "TaxonKey is Tillandsia macdougallii L.B.Sm.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 91 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018291-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbwdp8
title: Occurrence Download

description: A dataset containing 1941 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acer cappadocicum Gled."
 ]
}

 The dataset includes 1941 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154335-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cb3ppe
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bothrocophias campbelli (Freire-Lascano, 1991)"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169026-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmzkrb
title: Occurrence Download

description: A dataset containing 760 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Arthropoda specimens of Toyama Science Museum"
 ]
}

 The dataset includes 760 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018291-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11314108
title: Analysis of the MMLU Benchmark for the evaluation of LLMs in Spanish

description: Description

This dataset contains a set of files that had been used for an analysis of the MMLU benchmark for the Spanish evaluation of LLMs. The aim of the study was to analyze the consequences of using benchmarks designed in English and translated, by automatic translation tools, into Spanish in the evaluation of Large Language Models (LLMs). Therefore, the final objective was to highlight the importance of an accurate and specific multilingual evaluation benchmarks in order to promote the development of LLMs in other languages.

To achieve this goal, a method for evaluating LLMs has been designed to extract information about how they respond to selected tests of the MMLU benchmark. The process has generated a set of files that are included in this repository.

The files are divided into three folders, each of which is named after the MMLU test category that corresponds to the data it stores. The tests that have been selected are Miscellaneous, Philosophy and US_Foreign_Policy. Each folder contains ten files.

First of all, the GPT-3.5-Turbo and GPT-4 model answers to the tests are included, in their original version, in a Spanish version translated with Azure Translator, and another version translated with ChatGPT. These files, which are six in total for each test, have been named according to the following structure: category-translation-responses-model.xlsx (e.g., miscellaneous-azure-responses-ChatGPT4.xlsx).

The next steps of the method selected questions where the model failed in one of the translated versions and answered correctly in the original. For this selection of the GPT-4 model, a manual analysis was carried out. The analysis searched for the relationship between the model failure and the errors made in the translation. This has been included in two files for each test, one for Azure translation failures and one for ChatGPT failures. The files have been named as category_translation_manual_analysis_model.xlsx, and they also contain a classification of the linguistic fails of the automatic translation.

Finally, after performing the analysis, the error selection was manually retranslated and rerun on the model to see if it changed its responses. These results are shown in the two remaining files in each folder: category_translation_corrected_questions.xlsx.
DOI: 10.5281/zenodo.11314109
title: Analysis of the MMLU Benchmark for the evaluation of LLMs in Spanish

description: Description

This dataset contains a set of files that had been used for an analysis of the MMLU benchmark for the Spanish evaluation of LLMs. The aim of the study was to analyze the consequences of using benchmarks designed in English and translated, by automatic translation tools, into Spanish in the evaluation of Large Language Models (LLMs). Therefore, the final objective was to highlight the importance of an accurate and specific multilingual evaluation benchmarks in order to promote the development of LLMs in other languages.

To achieve this goal, a method for evaluating LLMs has been designed to extract information about how they respond to selected tests of the MMLU benchmark. The process has generated a set of files that are included in this repository.

The files are divided into three folders, each of which is named after the MMLU test category that corresponds to the data it stores. The tests that have been selected are Miscellaneous, Philosophy and US_Foreign_Policy. Each folder contains ten files.

First of all, the GPT-3.5-Turbo and GPT-4 model answers to the tests are included, in their original version, in a Spanish version translated with Azure Translator, and another version translated with ChatGPT. These files, which are six in total for each test, have been named according to the following structure: category-translation-responses-model.xlsx (e.g., miscellaneous-azure-responses-ChatGPT4.xlsx).

The next steps of the method selected questions where the model failed in one of the translated versions and answered correctly in the original. For this selection of the GPT-4 model, a manual analysis was carried out. The analysis searched for the relationship between the model failure and the errors made in the translation. This has been included in two files for each test, one for Azure translation failures and one for ChatGPT failures. The files have been named as category_translation_manual_analysis_model.xlsx, and they also contain a classification of the linguistic fails of the automatic translation.

Finally, after performing the analysis, the error selection was manually retranslated and rerun on the model to see if it changed its responses. These results are shown in the two remaining files in each folder: category_translation_corrected_questions.xlsx.
DOI: 10.15468/dl.bnxymf
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "DatasetKey is MPM Milwaukee Public Museum Herbarium"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018292-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsmy9v
title: Occurrence Download

description: A dataset containing 2560 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Spilotes pullatus (Linnaeus, 1758)",
 "TaxonKey is Spilotes pullatus maculatus Amaral, 1929",
 "TaxonKey is Spilotes pullatus pullatus",
 "TaxonKey is Spilotes pullatus auribundus Cope, 1861",
 "TaxonKey is Spilotes pullatus var. anomalepis Bocourt, 1888",
 "TaxonKey is Spilotes pullatus argusiformis Amaral, 1929",
 "TaxonKey is Spilotes pullatus anomalepis Bocourt, 1888",
 "TaxonKey is Spilotes pullatus mexicanus (Laurenti, 1768)",
 "TaxonKey is Spilotes pullatus var. ater Sternfeld, 1920"
 ]
}

 The dataset includes 2560 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003410-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sv7y2m
title: Occurrence Download

description: A dataset containing 247281 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum dulcamara L."
 ]
}

 The dataset includes 247281 records from 624 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018292-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpkkrg
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation"
 ]
 },
 "TaxonKey is Euplectes afer taha A.Smith, 1836"
 ]
}

 The dataset includes 30 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043129-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.