cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17482958
title: MultiCheckWorthy (MultiCW) dataset

description: The MultiCheckWorthy (MultiCW) dataset is a balanced multilingual benchmarking dataset for a check-worthy claim detection, covering 16 languages, 6 topical domains, and 2 writing styles. The dataset consists of 123,722 samples, evenly distributed between noisy and structured texts, with balanced representation of check-worthy and non-check-worthy classes across all languages. Each claim is accompanied by its English translation, detected topic, writing style, language code, check-worthyness label as well as the list of detected named entities. The dataset was composed of existing datasets and balanced by translating the samples from the existing datasets as well as using the samples collected from Wikipedia.

The dataset is partitioned into training, validation, and test set. In addition, we construct a separate out-of-distribution (OOD) set consisting of 4 other languages (it, mk, nl and my), to evaluate model generalization beyond the in-distribution data. Bellow is the number of samples included in each set:




Set
Samples


Train
86,691


Validation
18,491


Test
18,540


Out-of-distribution (OOD)
27,761




 
description: If you would like to request access to these files, please fill out the form below.

You need to satisfy these conditions in order for this request to be accepted:



In order to share the dataset with you, please agree to the following terms:



You will use dataset strictly only for research purposes. The request for access to the dataset must be sent from the official and existing e-mail address of the relevant university, faculty or other scientific or research institution (for verification purposes).

You will not attempt to identify, deanonymize or contact the authors of the social media posts included in this dataset.

You will not re-share the dataset (or any of its parts) with anyone else not included in this request.  

You will appropriately cite the papers mentioned in the dataset description in any publication, project, tool using this dataset.

You understand how the dataset was created and that the manual or automatically predicted annotations may not be 100% correct. 

You acknowledge that you are fully responsible for the use of the dataset (data) and for any infringement of rights of third parties (in particular copyright) that may arise from its use beyond the intended purposes. Neither the authors nor Kempelen Institute of Intelligent Technologies (KInIT) are responsible for your actions.
DOI: 10.5281/zenodo.17503707
title: Table GCMS of bioactive extracts from B. palmensis endophytic isolates
DOI: 10.5281/zenodo.17503708
title: Table GCMS of bioactive extracts from B. palmensis endophytic isolates
DOI: 10.5281/zenodo.17503709
title: The full list of the 71 primary studies

description: The full list of the 71 primary studies analyzed in this review is available
DOI: 10.5281/zenodo.17503710
title: The full list of the 71 primary studies

description: The full list of the 71 primary studies analyzed in this review is available
DOI: 10.15468/dl.4ztut8
title: Occurrence Download

description: A dataset containing 206 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The Bolivian fauna of the genus Anastrepha Schiner (Diptera: Tephritidae)"
 ]
}

 The dataset includes 206 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011034-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.an4g6z
title: Occurrence Download

description: A dataset containing 6808 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthracothorax mango"
 ]
}

 The dataset includes 6808 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011037-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15420651
title: LLMs for Usability-related bugs.

description: This dataset contains Ground-truth data, prompt, raw_data and usability_revives.
DOI: 10.5281/zenodo.17503739
title: Integration of MLOps into the Software Development Lifecycle: A Systematic Review

description: This dataset comprises the 71 primary studies (E1–E71) systematically selected and analyzed in the present literature review on MLOps integration within software development processes. The studies were retrieved from leading scientific databases including IEEE Xplore, ACM Digital Library, Scopus, Elsevier, and Springer, covering the period from 2018 to 2025. Each entry includes the title, publication venue, and year, and has been uniquely indexed to support traceability and reproducibility. The dataset serves as an evidence base for mapping tools, frameworks, architectural patterns, methodological approaches, and organizational practices relevant to the MLOps lifecycle. It is intended to facilitate future benchmarking efforts, and comparative studies in both academic and industrial contexts.
DOI: 10.5281/zenodo.17503740
title: Integration of MLOps into the Software Development Lifecycle: A Systematic Review

description: This dataset comprises the 71 primary studies (E1–E71) systematically selected and analyzed in the present literature review on MLOps integration within software development processes. The studies were retrieved from leading scientific databases including IEEE Xplore, ACM Digital Library, Scopus, Elsevier, and Springer, covering the period from 2018 to 2025. Each entry includes the title, publication venue, and year, and has been uniquely indexed to support traceability and reproducibility. The dataset serves as an evidence base for mapping tools, frameworks, architectural patterns, methodological approaches, and organizational practices relevant to the MLOps lifecycle. It is intended to facilitate future benchmarking efforts, and comparative studies in both academic and industrial contexts.
DOI: 10.15468/dl.wqqw6h
title: Occurrence Download

description: A dataset containing 15866 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fauna de insectos sociales del estado de Campeche"
 ]
}

 The dataset includes 15866 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011040-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.67gsge
title: Occurrence Download

description: A dataset containing 1402552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Year is 2011"
 ]
}

 The dataset includes 1402552 records from 406 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011030-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13581142
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17463327
title: Photographic dataset of ducks bones for cataloging skeletal elements and species.

description: Version 2.0

This record contains:



A dataset consists of 1833 photographs of avifauna remains, mainly ducks. The photos are organised into two zip folders. In one folder, the photographs were divided to classify the skeletal element with a Convolutional Neural Network. In the other folder, the dataset was organised for bird species classification.


This version removes two code files (accessible via the associated GitHub repository) and includes an updated version of the species classification dataset, in which the images have been converted to black and white and the scale bar has been removed.
DOI: 10.5281/zenodo.17497616
title: Photographic dataset of ducks bones for cataloging skeletal elements and species.

description: Version 3.0

This record contains:



A dataset consists of 1833 photographs of avifauna remains, mainly ducks. The photos are organised into two zip folders. In one folder, the photographs were divided to classify the skeletal element with a Convolutional Neural Network. In the other folder, the dataset was organised for bird species classification.


In this version, the test typology folder structure was updated, with no changes to the data content..
DOI: 10.5281/zenodo.15052242
title: Photographic dataset of ducks bones for cataloging skeletal elements and species.

description: Version 3.0

This record contains:



A dataset consists of 1833 photographs of avifauna remains, mainly ducks. The photos are organised into two zip folders. In one folder, the photographs were divided to classify the skeletal element with a Convolutional Neural Network. In the other folder, the dataset was organised for bird species classification.


In this version, the test typology folder structure was updated, with no changes to the data content..
DOI: 10.6084/m9.figshare.30508823
title: datas

description: dfffdescrib
DOI: 10.6084/m9.figshare.30508823.v1
title: datas

description: dfffdescrib
DOI: 10.15468/dl.7fu72p
title: Occurrence Download

description: A dataset containing 36515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011044-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9t856s
title: Occurrence Download

description: A dataset containing 14726289 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Swiss National Databank of Vascular Plants"
 ]
}

 The dataset includes 14726289 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011041-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqdjn3
title: Occurrence Download

description: A dataset containing 1405 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bison bison",
 "Year 2000-2001"
 ]
}

 The dataset includes 1405 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011045-251025141854904/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.28187990.v14
title: Matbench Discovery - Model Predictions for Discovery

description: This dataset contains model predictions from various models evaluated on the Matbench Discovery benchmark for the discovery task. Task description: Predicting ground state energies of unrelaxed structures For more information about the benchmark and models, visit: https://github.com/janosh/matbench-discovery.
DOI: 10.15468/dl.hz2hyj
title: Occurrence Download

description: A dataset containing 212790 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Coereba flaveola"
 ]
}

 The dataset includes 212790 records from 447 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011039-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17488407
title: Data for Strategic Landfill Mining in China Maximises Economic Gains and Manages Environmental Trade-offs
DOI: 10.5281/zenodo.17503790
title: Data for Strategic Landfill Mining in China Maximises Economic Gains and Manages Environmental Trade-offs
DOI: 10.15468/dl.ntbs3y
title: Occurrence Download

description: A dataset containing 3910 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Anthracothorax veraguensis"
 ]
}

 The dataset includes 3910 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011047-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17503735
title: Supplementary Materials for Multi-Fidelity Surrogate Models for Accelerated Multiobjective Analog Circuit Design and Optimization

description: This dataset contains the complete data/lake directory generated from multiple simulation runs using the FSM (Foundation Surrogate Models) software for multi-objective analog circuit design and optimization. It includes raw and processed experimental data from SPICE-based simulations, surrogate model training datasets, and optimization results obtained through evolutionary and surrogate-guided algorithms.

A companion document provides a detailed description of the data lake structure, file organization, and metadata schema to ensure transparency, reproducibility, and secondary analysis.

This dataset represents the experimental results supporting the paper “Multi-Fidelity Surrogate Models for Accelerated Multiobjective Analog Circuit Design and Optimization.”
DOI: 10.5281/zenodo.17503736
title: Supplementary Materials for Multi-Fidelity Surrogate Models for Accelerated Multiobjective Analog Circuit Design and Optimization

description: This dataset contains the complete data/lake directory generated from multiple simulation runs using the FSM (Foundation Surrogate Models) software for multi-objective analog circuit design and optimization. It includes raw and processed experimental data from SPICE-based simulations, surrogate model training datasets, and optimization results obtained through evolutionary and surrogate-guided algorithms.

A companion document provides a detailed description of the data lake structure, file organization, and metadata schema to ensure transparency, reproducibility, and secondary analysis.

This dataset represents the experimental results supporting the paper “Multi-Fidelity Surrogate Models for Accelerated Multiobjective Analog Circuit Design and Optimization.”
DOI: 10.6084/m9.figshare.28187990.v15
title: Matbench Discovery - Model Predictions for Discovery

description: This dataset contains model predictions from various models evaluated on the Matbench Discovery benchmark for the discovery task. Task description: Predicting ground state energies of unrelaxed structures For more information about the benchmark and models, visit: https://github.com/janosh/matbench-discovery.
DOI: 10.17909/36dv-p141
title: HST/WFC3 Imaging and Slitless Grism Spectra of 11 Sub-arcsecond Dual Quasar Candidates at z > 1

description: This dataset contains the Hubble Space Telescope (HST) WFC3 observations for 11 high-probability dual quasar candidates at cosmic noon (z > 1), presented in the paper "HST Confirms Sub-5 kpc Dual Quasar Pairs at Cosmic Noon". It includes high-resolution direct imaging (F105W/F140W filters) for all 11 candidate systems and
Slitless grism spectroscopy (G102/G141) used to spectroscopically confirm the nature of each component.
DOI: 10.15468/dl.94fh5u
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (June, July)",
 "OccurrenceStatus is Present",
 "TaxonKey is Bison bison",
 "Year 2001-2011"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011048-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxghzx
title: Occurrence Download

description: A dataset containing 1423903 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Year is 2012"
 ]
}

 The dataset includes 1423903 records from 422 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011042-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/prf-71l-h1z
title: Zonaria pyrum (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yxn-nt1-c64
title: Nerita senegalensis Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b5j-t4r-2ya
title: Orthostylus metaformis (A. Férussac, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gsb-93r-vpc
title: Tylotoechus bicanaliculatus (G. B. Sowerby II, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ywv-q6s-tf6
title: Streptostele crenulata (E. A. Smith, 1901)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m2x-ese-wgs
title: Caecum glabrum (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mb0-b53-ab7
title: Caecum cooperi S. Smith, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8aw-307-q0x
title: Littorina obtusata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eaq-tsa-jtt
title: Harpago chiragra (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ctg-k42-zeh
title: Assiminea J. Fleming, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k4y-fna-gnx
title: Littoraria scabra (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rpd-e7a-k1k
title: Farcimen mani (Poey, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/783-py5-am1
title: Cosmotriphora melanura (C. B. Adams, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s72-5al-ha0
title: Notocochlis gualteriana (Récluz, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y2v-v1l-3te
title: Cerithiopsis Forbes & Hanley, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ctm-8k2-j3f
title: Rissoa membranacea (J. Adams, 1800)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mb7-4qb-h4j
title: Cerithiopsis Forbes & Hanley, 1850

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hkc-zsl-clp
title: Chondropoma L. Pfeiffer, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qaw-yd5-v82
title: Littoraria undulata (J. E. Gray, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/adg-gp6-d2a
title: Jullienia harmandi Poirier, 1881

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xb9-rx0-3p5
title: Melanoides tuberculata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/625-1b4-f1f
title: Turritellidae Lovén, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kbl-5qy-qdr
title: Melanoides tuberculata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/807-vln-xxd
title: Brotia episcopalis (I. Lea & H. C. Lea, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k7q-bh2-11z
title: Littoraria carinifera (Menke, 1830)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l92-mnh-a1t
title: Bittium J. E. Gray, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cm4-dkn-l6k
title: Schwartziella chesnelii (Michaud, 1830)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nzq-4b9-yn1
title: Turritella cingulifera G. B. Sowerby I, 1825

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9wl-lqv-kk6
title: Bufonaria echinata (Link, 1807)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jgt-k5z-jxv
title: Iniforis Jousseaume, 1884

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wml-n86-efe
title: Hydrobia W. Hartmann, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2pb-8a6-y7d
title: Bufonaria rana (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eq8-hsy-ggy
title: Bittium reticulatum (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bme-sk9-sh6
title: Struthiolaria papulosa (Martyn, 1784)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ykr-mat-raz
title: Japonia ciliocincta (E. von Martens, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vhy-w65-t8y
title: Cypraeidae Rafinesque, 1815

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3k9-xem-bqc
title: Tutufa rubeta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jb3-56v-9q3
title: Clithon oualaniense (Lesson, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qes-s8z-9w5
title: Obtusella intersecta (S. V. Wood, 1857)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tl6-kze-rfb
title: Helicina oweniana L. Pfeiffer, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pmr-l1v-y7h
title: Distorsio anus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pcg-9n4-n16
title: Eulimidae R. A. Philippi, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z7t-eet-zg2
title: Nerita peloronta Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lbj-e1e-jgg
title: Nototriphora decorata (C. B. Adams, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jfa-sey-65l
title: Manzonia crassa (Kanmacher, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lj1-3sh-gz5
title: Platyla cryptomena (de Folin & Bérillon, 1877)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.