cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2j56na
title: Occurrence Download

description: A dataset containing 6043783 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Living Specimen)",
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6043783 records from 278 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020389-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2aeuas
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Impatiens balfourii Hook.fil."
 ]
}

 The dataset includes 77 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020408-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gw8u5e
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Caenorhabditis elegans (Maupas, 1899) Dougherty, 1953"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020404-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sgjvj4
title: Occurrence Download

description: A dataset containing 559061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-31.565747 32.097476, 2.479608666666667 32.097476, 2.479608666666667 49.184106666666665, -31.565747 49.184106666666665, -31.565747 32.097476))",
 "EventDate is 2018-07-01,2018-07-31"
 ]
}

 The dataset includes 559061 records from 886 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020384-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.l4uj34
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrolaetare dantasi (Bokermann, 1959)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009367-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hbwkb
title: Occurrence Download

description: A dataset containing 261509 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypochaeris radicata L."
 ]
}

 The dataset includes 261509 records from 344 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057495-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.94pfkc
title: Occurrence Download

description: A dataset containing 6038 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Culex erraticus (Dyar & Knab, 1906)"
 ]
}

 The dataset includes 6038 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025344-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbwlwd
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Limonium binervosum (G. E. Sm.) C. E. Salmon",
 "DatasetKey is Base de datos de plantas vasculares del País Vasco: ARAN-EH"
 ]
}

 The dataset includes 70 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009369-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.be6ufw
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lobivia ancistrophora (Speg.) Schlumpb."
 ]
}

 The dataset includes 134 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172497-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k7rtsg
title: Occurrence Download

description: A dataset containing 2885 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus onobrychis L."
 ]
}

 The dataset includes 2885 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057499-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgy6pc
title: Occurrence Download

description: A dataset containing 4148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Country is Canada",
 "Year is less than or equal to 1900",
 {
 "or" : [
 "StateProvince is quebec prov.",
 "StateProvince is quebec",
 "StateProvince is québec",
 "StateProvince is quebec province"
 ]
 }
 ]
}

 The dataset includes 4148 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009369-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.us6dab
title: Occurrence Download

description: A dataset containing 1633 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caragana pygmaea (L.) DC."
 ]
}

 The dataset includes 1633 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022817-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n389no
title: Occurrence Download

description: A dataset containing 575 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Buceros vigil Forster, 1781"
 ]
}

 The dataset includes 575 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057501-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lrxmgy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Month is greater than or equal to January",
 "Country is United Arab Emirates",
 "TaxonKey is Thysanoptera"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009374-150615163101818/datasets/export for details.
DOI: 10.15468/dl.dhe5fk
title: Occurrence Download

description: A dataset containing 8483 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ardea sumatrana Raffles, 1822"
 ]
}

 The dataset includes 8483 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022826-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjaapv
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Magnolia canandeana F.Arroyo"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172498-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmioas
title: Occurrence Download

description: A dataset containing 6816 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Year 1945-2019",
 "HasCoordinate is true",
 "TaxonKey is Molossus molossus (Pallas, 1766)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6816 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009374-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ldkdqf
title: Occurrence Download

description: A dataset containing 213436 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rumex crispus L."
 ]
}

 The dataset includes 213436 records from 647 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057542-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n76mpy
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Anthocephalus chinensis Walp."
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022815-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hp5ad
title: Occurrence Download

description: A dataset containing 6659 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Estudio taxonómico y base de datos del género Muhlenbergia de México"
 ]
}

 The dataset includes 6659 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009375-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xufcze
title: Occurrence Download

description: A dataset containing 330341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carnivora",
 "Geometry POLYGON((138.87 -80.12,138.87 80.12,-140.27 80.12,-140.27 -80.12,138.87 -80.12))",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Year 1990-2020"
 ]
}

 The dataset includes 330341 records from 449 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057505-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8kce2w
title: Occurrence Download

description: A dataset containing 1710 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ensete"
 ]
}

 The dataset includes 1710 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050913-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17563452
title: Software and Dataset For Fine-Tuning a local LLM for Thermo-Electric Generators with QLoRA: from generalist to specialist

description: This document provides a comprehensive guide to the software and datasets contained inthis repository. These resources were developed for the research presented in the article: "[Ar-ticle Title Fine-Tuning a local LLM for Thermo-Electric Generators with QLoRA: from gener-alist to specialist:;Preprinthttps://www.preprints.org/manuscript/202511.1348 ]". 

This work presents a complete pipeline for transforming general-purposeLarge Language Models (LLMs) into specialized technical assistants for thermoelectric genera-tor (TEG) applications. Using QLoRA (Quantized Low-Rank Adaptation), we eciently ne-tuned two open-source modelsJanV1-expert-TEG and Qwen3-4B-thinking-2507-TEG on acurated dataset of 202 question-answer pairs covering thermoelectric materials, device physics,performance optimization, and engineering applications. The methodology enables special-ization without full model retraining, signicantly reducing computational requirements whilemaintaining technical accuracy. We introduce a novel evaluation framework combining humanexpert review with LLM-as-a-Judge scoring using state-of-the-art models (GPT-4, Gemini 1.5Pro). The resulting specialist models demonstrate enhanced performance on technical queries,achieving higher relevance and accuracy scores compared to their base counterparts. All re-sources, including trained adapters, merged models, training scripts, and evaluation datasets,are provided for reproducibility and further research in domain-specic AI applications forrenewable energy technologies.
DOI: 10.5281/zenodo.17563453
title: Software and Dataset For Fine-Tuning a local LLM for Thermo-Electric Generators with QLoRA: from generalist to specialist

description: This document provides a comprehensive guide to the software and datasets contained inthis repository. These resources were developed for the research presented in the article: "[Ar-ticle Title Fine-Tuning a local LLM for Thermo-Electric Generators with QLoRA: from gener-alist to specialist:;Preprinthttps://www.preprints.org/manuscript/202511.1348 ]". 

This work presents a complete pipeline for transforming general-purposeLarge Language Models (LLMs) into specialized technical assistants for thermoelectric genera-tor (TEG) applications. Using QLoRA (Quantized Low-Rank Adaptation), we eciently ne-tuned two open-source modelsJanV1-expert-TEG and Qwen3-4B-thinking-2507-TEG on acurated dataset of 202 question-answer pairs covering thermoelectric materials, device physics,performance optimization, and engineering applications. The methodology enables special-ization without full model retraining, signicantly reducing computational requirements whilemaintaining technical accuracy. We introduce a novel evaluation framework combining humanexpert review with LLM-as-a-Judge scoring using state-of-the-art models (GPT-4, Gemini 1.5Pro). The resulting specialist models demonstrate enhanced performance on technical queries,achieving higher relevance and accuracy scores compared to their base counterparts. All re-sources, including trained adapters, merged models, training scripts, and evaluation datasets,are provided for reproducibility and further research in domain-specic AI applications forrenewable energy technologies.
DOI: 10.5281/zenodo.17920128
title: plan de masse ZENODO
DOI: 10.5281/zenodo.17920127
title: plan de masse ZENODO
DOI: 10.15468/dl.5raxk7
title: Occurrence Download

description: A dataset containing 1330041 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Setophaga pensylvanica)",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1951",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to April",
 "Month is less than or equal to July",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1330041 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050875-251120083545085/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.30876752
title: A multi-technical dataset for the architectural heritage conservation of the Temple of Kuan Tai and Tin Hau in Macao: 3D point clouds and non-destructive testing data

description: This project's dataset supports the paper "A Macao Case Study in Architectural Heritage Conservation: The Application of a Lightweight Integrated Method with 3D Laser Scanning and Non-Destructive Diagnosis". Data was collected from the Kwan Tai Tin Hau Temple in Taipa, Macao, and a lightweight integrated method was employed to provide a scientific data foundation for high-precision digital recording and pathological diagnosis of this architectural heritage.
DOI: 10.6084/m9.figshare.30876752.v1
title: A multi-technical dataset for the architectural heritage conservation of the Temple of Kuan Tai and Tin Hau in Macao: 3D point clouds and non-destructive testing data

description: This project's dataset supports the paper "A Macao Case Study in Architectural Heritage Conservation: The Application of a Lightweight Integrated Method with 3D Laser Scanning and Non-Destructive Diagnosis". Data was collected from the Kwan Tai Tin Hau Temple in Taipa, Macao, and a lightweight integrated method was employed to provide a scientific data foundation for high-precision digital recording and pathological diagnosis of this architectural heritage.
DOI: 10.15468/dl.mvu43z
title: Occurrence Download

description: A dataset containing 335050 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cichorium intybus"
 ]
}

 The dataset includes 335050 records from 2107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050876-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.74sx3p
title: Occurrence Download

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

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043239-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.anp0ds
title: Occurrence Download

description: A dataset containing 531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "TaxonKey is Capsicum annuum L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 531 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000021-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4dvr6d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlorodendrophyceae",
 "HasCoordinate is true",
 "Country is one of (Sweden)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235003-210914110416597/datasets/export for details.
DOI: 10.15468/dl.xvydab
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bulbophyllum lancipetalum Ames"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0103522-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2kjxqt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloropicophyceae",
 "HasCoordinate is true",
 "Country is one of (Sweden)",
 "HasGeospatialIssue is false",
 "Year is greater than 2009"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235005-210914110416597/datasets/export for details.
DOI: 10.15468/dl.rcfc74
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetrasacculidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 23 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014254-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqbrdk
title: Occurrence Download

description: A dataset containing 220233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.899 43.888,-71.077 43.888,-71.077 44.387,-71.899 44.387,-71.899 43.888))",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 220233 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000018-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bx7rav
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pristimantis molybrignus (Lynch, 1986)"
 ]
}

 The dataset includes 69 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0302338-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9aqxu
title: Occurrence Download

description: A dataset containing 786277 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Digitalis L.",
 "TaxonKey is Globularia L.",
 "TaxonKey is Penstemon Schmidel",
 "TaxonKey is Chaenorhinum (DC.) Rchb.",
 "TaxonKey is Cymbalaria Hill",
 "TaxonKey is Kickxia Dumort.",
 "TaxonKey is Antirrhinum L.",
 "TaxonKey is Hippuris L."
 ]
}

 The dataset includes 786277 records from 1173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019826-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2z58pf
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Blepharis acuminata Oberm."
 ]
}

 The dataset includes 18 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0199746-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfs7ev
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vriesea cearensis L.B.Sm."
 ]
}

 The dataset includes 28 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032915-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zffzn
title: Occurrence Download

description: A dataset containing 249284 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gesneriaceae"
 ]
}

 The dataset includes 249284 records from 671 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013636-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.