cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.s9f4fq
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is LACM Vertebrate Collection",
 "TaxonKey is Eleutherodactylus jasperi"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013352-251025141854904/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.30521516
title: <b>Revealing Seasonal Dietary Niche Overlap Among Sympatric Large Carnivores using DNA Metabarcoding</b>

description: Fecal samples from African lions (<i>Panthera leo</i>) and spotted hyenas (<i>Crocuta crocuta</i>) were collected across Etosha National Park and surrounding reserves in Namibia to assess seasonal variation in diet. Samples were analyzed using 12S rRNA gene metabarcoding to identify vertebrate prey species. Sequencing and bioinformatics were performed by Jonah Ventures using Illumina high-throughput sequencing. Data were analyzed in R to quantify prey composition, richness, and dietary overlap between species and seasons.
DOI: 10.6084/m9.figshare.30521516.v1
title: <b>Revealing Seasonal Dietary Niche Overlap Among Sympatric Large Carnivores using DNA Metabarcoding</b>

description: Fecal samples from African lions (<i>Panthera leo</i>) and spotted hyenas (<i>Crocuta crocuta</i>) were collected across Etosha National Park and surrounding reserves in Namibia to assess seasonal variation in diet. Samples were analyzed using 12S rRNA gene metabarcoding to identify vertebrate prey species. Sequencing and bioinformatics were performed by Jonah Ventures using Illumina high-throughput sequencing. Data were analyzed in R to quantify prey composition, richness, and dietary overlap between species and seasons.
DOI: 10.15468/dl.da78ry
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "BasisOfRecord is one of (Specimen)",
 "TaxonKey is one of (Leptophis [GBIF Backbone Taxonomy])",
 "StateProvince is one of (Chocó)",
 "PublishingOrg is one of (073e52d4-44bd-41d7-bdfa-88c2735c694b)"
 ]
 }
 ]
}

 The dataset includes 25 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013353-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k739qy
title: Occurrence Download

description: A dataset containing 1376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Palestine, State of",
 "Year is 2020",
 "InstitutionCode is iNaturalist"
 ]
}

 The dataset includes 1376 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013354-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17515897
title: Davini Zero-Contradiction Law — Series IX: Hybrid Compensation & Delay-Adaptive Feedback (Phases 73–80)
DOI: 10.5281/zenodo.17515896
title: Davini Zero-Contradiction Law — Series IX: Hybrid Compensation & Delay-Adaptive Feedback (Phases 73–80)
DOI: 10.15468/dl.v5suyz
title: Occurrence Download

description: A dataset containing 445627 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Sapindales"
 ]
}

 The dataset includes 445627 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013328-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17087348
title: Datasets and Supporting Materials for the IPIN 2025 Competition Track 3 (Smartphone-based, off-site)

description: This dataset was collected for the IPIN 2025 Indoor Positioning Competition – Track 3 ("Smartphone-based"), organized within the 15th International Conference on Indoor Positioning and Indoor Navigation (IPIN 2025) in Tampere, Finland.

 

The Track 3 competition aims to benchmark indoor localization methods based on smartphone sensors and radio signals, such as Wi-Fi, BLE, magnetic field, inertial, pressure, light, sound, and GNSS data. The recordings were performed in a realistic multi-floor university building while participants moved naturally through various environments.

 

This package provides the complete data used in the competition — including training, testing, and scoring trials, as well as the Matlab tools, maps, and evaluation scripts supporting the generation and assessment of the results.
DOI: 10.5281/zenodo.17087349
title: Datasets and Supporting Materials for the IPIN 2025 Competition Track 3 (Smartphone-based, off-site)

description: This dataset was collected for the IPIN 2025 Indoor Positioning Competition – Track 3 ("Smartphone-based"), organized within the 15th International Conference on Indoor Positioning and Indoor Navigation (IPIN 2025) in Tampere, Finland.

 

The Track 3 competition aims to benchmark indoor localization methods based on smartphone sensors and radio signals, such as Wi-Fi, BLE, magnetic field, inertial, pressure, light, sound, and GNSS data. The recordings were performed in a realistic multi-floor university building while participants moved naturally through various environments.

 

This package provides the complete data used in the competition — including training, testing, and scoring trials, as well as the Matlab tools, maps, and evaluation scripts supporting the generation and assessment of the results.
DOI: 10.15468/dl.6wtu6b
title: Occurrence Download

description: A dataset containing 2326194 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is GBR.1_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Insecta",
 "Year 2022-2024"
 ]
}

 The dataset includes 2326194 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013318-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17515915
title: TAYFUN, BAGIRA, GRANSTAR VA DALATE PLYUS PESTITSIDLARINING KETMA-KET TA'SIRI OSTIDA ISHLOVCHILAR QONIDAGI BIOKIMYOVIY SILJISHLARNI MUVOZANATLASH
DOI: 10.5281/zenodo.17515916
title: TAYFUN, BAGIRA, GRANSTAR VA DALATE PLYUS PESTITSIDLARINING KETMA-KET TA'SIRI OSTIDA ISHLOVCHILAR QONIDAGI BIOKIMYOVIY SILJISHLARNI MUVOZANATLASH
DOI: 10.15468/dl.yeery3
title: Occurrence Download

description: A dataset containing 1163169 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 one of (Hesperochiron pumilus, Microcorys capitata, Waitzia nitida, Soda inermis, Leibnitzia lyrata, Gastrolobium pusillum, Filago perpusilla, Gastrolobium bracteolosum, Hexaphylla doerfleri, Monotoca glauca, Hebecarpa rivinifolia, Amblysperma spathulata, Potentilla visianii, Torilis stocksiana, Rhododendron luteum, Tristerix aphyllus, Copiapoa armata, Casearia nitida, Lappula spinocarpos, Cirsium vulgare, Potentilla rydbergii, Pinguicula caussensis, Androcalva viscidula, Phyllogeiton zeyheri, Hyalosperma zacchaeus, Tiquilia grandiflora, Zaleya galericulata, Hyalosperma stoveae, Cneoridium dumosum, Croton texensis, Senecio campylocarpus, Moraea herrei, Prostanthera microphylla, Aspalathus brevicarpa, Dactylorhiza sambucina, Landerolaria arckaringensis, Moraea longifolia, Solenanthus stamineus, Senecio candidans, Nuphar lutea, Dactylorhiza senayi, Omalotheca supina, Tasmannia xerophila, Portulaca nicaraguensis, Taraxacum faeroense, Senecio picridioides, Microparacaryum intermedium, Aizoon collinum, Muscosomorphe aretioides, Aspalathus ternata, Moraea monticola, Senecio gregatus, Chamorchis alpina, Athanasia minuta, Eragrostis lepida, Chordifex laxus, Cytisopsis pseudocytisus, Thryptomene denticulata, Scaevola ramosissima, Schoenus neovillosus, Malaxis macrostachya, Eragrostis peruviana, Keckiella cordifolia, Athanasia crenata, Sidneya tenuifolia, Eragrostis multiflora, Bomarea salsilla, Leucozoma boormanii, Lasiopetalum bracteatum, Roepera iodocarpa, Achnatherum turcomanicum, Microlepidium alatum, Jacobaea adonidifolia, Catapodium hemipoa, Foveolina albidiformis, Polypogon schimperianus, Ageratina adenophora, Crotalaria smithiana, Pappochroma pappocromum, Abutilon oxycarpum, Foeniculum piperitum, Agrostis muelleriana, Achyranthemum striatum, Desmocladus nodatus, Digitalis isabelliana, Koanophyllon peninsulare, Jacobaea delphiniifolia, Centaurothamnus maximus, Spyridium vexilliferum, Kosteletzkya depressa, Olearia passerinoides, Jamesbrittenia atropurpurea, Senna foetidissima, Penstemon thompsoniae, Serruria triternata, Simsia amplexicaulis, Senna cladophylla, Tribolium obtusifolium)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 1163169 records from 3783 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013332-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhv4h4
title: Occurrence Download

description: A dataset containing 18590757 records in GBIF matching the query:
SELECT DISTINCT eventdate, locality, recordedby, decimallatitude, decimallongitude FROM "occurrence" WHERE "datasetkey" = '4fa7b334-ce0d-4e88-aaae-2e0c138d049e' AND gbif_within('POLYGON ((-30 -10.35999, 180 -10.35999, 180 81.2504, -30 81.2504, -30 -10.35999))', "decimallatitude", "decimallongitude")

 The dataset's 18590757 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021186-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jqe5bf
title: Occurrence Download

description: A dataset containing 10215 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macaca mulatta"
 ]
}

 The dataset includes 10215 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021191-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.10431.57762
title: JC STEPS Analysis of PERS011-8S5 118 1 30 Real World Data by the Persian Curve (PC) JC STEP 07 PERSIAN QUANTILE COMPLETE.JPEG
DOI: 10.15468/dl.cby56q
title: Occurrence Download

description: A dataset containing 59147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tramea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 59147 records from 219 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021178-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cnqk7v
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elaphodus cephalophus"
 ]
}

 The dataset includes 226 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021192-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2793dg
title: Occurrence Download

description: A dataset containing 1122004 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sus scrofa"
 ]
}

 The dataset includes 1122004 records from 3265 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021179-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14681298
title: Do Large Vision Language Models Undertstand 3D shapes? 3D object shape matching benchmark.

description: Sample of the 3D shape matching benchmark used in Do large language vision models understand 3D shapes?

The main dataset and benchmark as been significantly extened and is now combined with the LAS&T dataset: Available from ZENODO or LAS&T page

GITHUB project path

Benchmark for testing the ability of Vision Language Models (LVM) to recognize and match 3D objects of the exact same 3D shapes but with different orientation/materials/textures/ enviromnts and light conditions.

Files:

Test_Images.zip:

Sample of the test images used  for the benchmark: Each folder contains images used for object/shape matching tests.The folder is structured: “class_dir/object_dir/image.jpg”The images in the leaf/edge subfolder all belong to the exact same 3D object instance but with different orientation/materials/environment.In addition to the jpg image, a png image with the same name is supplied that gives the mask of the object in the jpg image.

Example_Tests.zip:

Example for full image tests, Each of the subfolders contain an example test composed of a 4 panels image marked A-D. Where one  (and only one) of the Panel B-C contains an object identical in 3D shape to the object in panel A, but with some difference in orientation, texture, or background and illumination. The test is to guess which panel.

The name of the image contains the correct answer. For each jpg image there is an additional .txt file that contains the query and the response of GPT 4o when given this question. This is a sample for the tests given in the paper. 

 

Benchmark_Generation_Scripts.zip:

Code used to generate the benchmark.

The images supplied here are small samples of the benchmark. To generate the full benchmark use the code. For updated code see this repo.

 

Evaluation_Scripts.zip

Scripts used for evaluating various LVLM (GPT, LLAMA, CLaude,Gemini) on the benchmark.

Even More images: google drive, pcloud
DOI: 10.5281/zenodo.15287636
title: Do Large Vision Language Models Undertstand 3D shapes? 3D object shape matching benchmark.

description: Sample of the 3D shape matching benchmark used in Do large language vision models understand 3D shapes?

The main dataset and benchmark as been significantly extened and is now combined with the LAS&T dataset: Available from ZENODO or LAS&T page

GITHUB project path

Benchmark for testing the ability of Vision Language Models (LVM) to recognize and match 3D objects of the exact same 3D shapes but with different orientation/materials/textures/ enviromnts and light conditions.

Files:

Test_Images.zip:

Sample of the test images used  for the benchmark: Each folder contains images used for object/shape matching tests.The folder is structured: “class_dir/object_dir/image.jpg”The images in the leaf/edge subfolder all belong to the exact same 3D object instance but with different orientation/materials/environment.In addition to the jpg image, a png image with the same name is supplied that gives the mask of the object in the jpg image.

Example_Tests.zip:

Example for full image tests, Each of the subfolders contain an example test composed of a 4 panels image marked A-D. Where one  (and only one) of the Panel B-C contains an object identical in 3D shape to the object in panel A, but with some difference in orientation, texture, or background and illumination. The test is to guess which panel.

The name of the image contains the correct answer. For each jpg image there is an additional .txt file that contains the query and the response of GPT 4o when given this question. This is a sample for the tests given in the paper. 

 

Benchmark_Generation_Scripts.zip:

Code used to generate the benchmark.

The images supplied here are small samples of the benchmark. To generate the full benchmark use the code. For updated code see this repo.

 

Evaluation_Scripts.zip

Scripts used for evaluating various LVLM (GPT, LLAMA, CLaude,Gemini) on the benchmark.

Even More images: google drive, pcloud
DOI: 10.6084/m9.figshare.28900373
title: Additional file 1 of Dynamics of small RNAs in a red-fruited wine grape cultivar infected with Grapevine red blotch virus

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.28900373.v1
title: Additional file 1 of Dynamics of small RNAs in a red-fruited wine grape cultivar infected with Grapevine red blotch virus

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.28900382
title: Additional file 1 of There and back again: historical biogeography of neotropical magnolias based on high-throughput sequencing

description: Additional file 1: Table S1. Results from the assembly of the 239 nuclear targets of the 39 Magnoliaceae samples analyzed.
DOI: 10.6084/m9.figshare.28900382.v1
title: Additional file 1 of There and back again: historical biogeography of neotropical magnolias based on high-throughput sequencing

description: Additional file 1: Table S1. Results from the assembly of the 239 nuclear targets of the 39 Magnoliaceae samples analyzed.
DOI: 10.6084/m9.figshare.28900385
title: Additional file 2 of There and back again: historical biogeography of neotropical magnolias based on high-throughput sequencing

description: Additional file 2: Table S2. Results from the thirty models included in the BioGeoBEARS analysis.
DOI: 10.6084/m9.figshare.28900385.v1
title: Additional file 2 of There and back again: historical biogeography of neotropical magnolias based on high-throughput sequencing

description: Additional file 2: Table S2. Results from the thirty models included in the BioGeoBEARS analysis.
DOI: 10.6084/m9.figshare.28900388
title: Additional file 3 of There and back again: historical biogeography of neotropical magnolias based on high-throughput sequencing

description: Additional file 3: Table S3. Range probabilities resulting from the three best models tested in the BioGeoBears analysis.
DOI: 10.6084/m9.figshare.28900388.v1
title: Additional file 3 of There and back again: historical biogeography of neotropical magnolias based on high-throughput sequencing

description: Additional file 3: Table S3. Range probabilities resulting from the three best models tested in the BioGeoBears analysis.
DOI: 10.6084/m9.figshare.28900391.v1
title: Additional file 4 of There and back again: historical biogeography of neotropical magnolias based on high-throughput sequencing

description: Additional file 4: Table S4. Bait set used for the analysis.
DOI: 10.6084/m9.figshare.28900391
title: Additional file 4 of There and back again: historical biogeography of neotropical magnolias based on high-throughput sequencing

description: Additional file 4: Table S4. Bait set used for the analysis.
DOI: 10.15468/dl.n5ngmq
title: Occurrence Download

description: A dataset containing 3373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Salmo salar Linnaeus, 1758",
 "Year 2010-2023"
 ]
}

 The dataset includes 3373 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0274011-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.36444f
title: Occurrence Download

description: A dataset containing 422 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Netherlands, France)",
 "OccurrenceStatus is Present",
 "TaxonKey is Solen marginatus Pulteney, 1799",
 "Year 1000-2023"
 ]
}

 The dataset includes 422 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0286179-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c47nzy
title: Occurrence Download

description: A dataset listing the 13 species recorded in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrocharitaceae",
 "GadmGid is USA.39_1",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 13 records were derived from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257786-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mje792
title: Occurrence Download

description: A dataset containing 5281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "RecordedBy is one of (BELLE J., BOYER P. (), BELLE jean (), Belle J, Belle J., Belle J.J., Belle J; Jong M de, Belle Jean, J. Belle, J.Belle, J.J. Belle, Jean Belle)",
 "TaxonKey is Odonata"
 ]
}

 The dataset includes 5281 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229206-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edwrr6
title: Occurrence Download

description: A dataset containing 2466 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Strychnos spinosa Lam.",
 "Year 2000-2023"
 ]
}

 The dataset includes 2466 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0286174-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5rmnv
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Koanophyllon rhexioides (B.L.Rob.) R.M.King & H.Rob."
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001464-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnyjuu
title: Occurrence Download

description: A dataset containing 40972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "TaxonKey is Sus scrofa Linnaeus, 1758"
 ]
}

 The dataset includes 40972 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000908-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f54q9c
title: Occurrence Download

description: A dataset containing 313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Netherlands, France)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Solen marginatus Pulteney, 1799",
 "Year 1980-2023"
 ]
}

 The dataset includes 313 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0286181-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.