cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18240749
title: Alysicarpus Neck. ex Desv. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:41
DOI: 10.3535/b2a-hzn-bcb
title: Deltote (Protodeltote) pygarga (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/eg4-qgf-gyn
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ltt-rab-mt4
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1wk-eev-gmt
title: Xanthorhoe Hübner, [1825]

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/20g-kcd-4sz
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/056-hme-jzy
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hf1-xgm-fy3
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mkk-67p-84e
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.bwt5gn
title: Occurrence Download

description: A dataset containing 1071 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.19.58_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 1071 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008198-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18240753
title: Amaranthaceae Juss. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:41
DOI: 10.5281/zenodo.18240754
title: Amaranthaceae Juss. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:41
DOI: 10.3535/5y3-th3-ws1
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lah-76p-x3j
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5lr-z59-991
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g0h-5jv-m84
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/srx-2v3-wzl
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0cf-vbh-wp9
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cfn-0cl-crb
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fs5-g6l-by1
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/p0c-k01-1ht
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/0m6-98f-v0q
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z89-x84-wz7
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.18240758
title: Operational Temporal Localization in Quantum Systems via Quasiperiodic Control
DOI: 10.5281/zenodo.18240757
title: Operational Temporal Localization in Quantum Systems via Quasiperiodic Control
DOI: 10.15468/dl.k44qva
title: Occurrence Download

description: A dataset containing 10157 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alysicarpus vaginalis"
 ]
}

 The dataset includes 10157 records from 354 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008199-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/htd-ht6-c8h
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/trb-beq-n9d
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7eq-s2p-m8l
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dwj-wvx-zh2
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/sh9-b7k-zpe
title: Deltote (Protodeltote) pygarga (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.6647a4
title: Occurrence Download

description: A dataset containing 334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Paris polyphylla yunnanensis, Paris thibetica apetala)"
 ]
}

 The dataset includes 334 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008200-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18240767
title: Amaranthus L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.5281/zenodo.18240768
title: Amaranthus L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.3535/j79-gjl-tn0
title: Noctuidae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ra6-lah-7e6
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.18240372
title: 7-Tage-Inzidenz der COVID-19-Fälle in Deutschland

description: Im Datensatz "7-Tage-Inzidenz der COVID-19-Fälle in Deutschland" des Robert Koch-Instituts werden die täglich aktualisierten COVID-19-Inzidenzen auf Bundes-, Landes- und Landkreisebene basierend auf den Meldungen nach dem Infektionsschutzgesetz (IfSG) bereitgestellt. Die 7-Tage-Inzidenz wird definiert als Anzahl gemeldeter Fälle der letzten sieben Tage pro 100.000 Einwohner:innen und differenziert nach Altersgruppen und Regionen. Die Datenverarbeitung erfolgt vollständig elektronisch über das Deutsche Elektronische Melde- und Informationssystem (DEMIS).
DOI: 10.3535/pd3-vdx-dl4
title: Sideridis (Aneda) Sukhareva, 1973

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.18240778
title: Amaranthus albus L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.5281/zenodo.18240777
title: Amaranthus albus L. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.15468/dl.97bky6
title: Occurrence Download

description: A dataset containing 339 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.19.59_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 339 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008202-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/qlg-591-6w6
title: Agonopterix imbutella Christoph, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.yqj5eu
title: Occurrence Download

description: A dataset containing 6266 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amphicarpaea edgeworthii"
 ]
}

 The dataset includes 6266 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008201-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/087-0wa-h6k
title: Noctua Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2we-21g-147
title: Agonopterix imbutella Christoph, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.faw3wp
title: Occurrence Download

description: A dataset containing 1032 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus adsurgens"
 ]
}

 The dataset includes 1032 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008203-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2pd-028-84h
title: Animalia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/a8l-k0y-sac
title: Animalia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/drf-8pn-x3m
title: Agonopterix imbutella Christoph, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.sd8yy3
title: Occurrence Download

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

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008204-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/fpe-4x7-7lf
title: Agonopterix imbutella Christoph, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lrj-k3f-9bm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/5wf-55t-z03
title: Agonopterix imbutella Christoph, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.9628t7
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.19.60_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008205-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xv5mev
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus chinensis"
 ]
}

 The dataset includes 258 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008206-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/mcs-fs2-86h
title: Agonopterix imbutella Christoph, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.18240794
title: ANALYSIS OF CONVOLUTIONAL NEURAL NETWORK METHODS FOR FACIAL RECOGNITION
DOI: 10.5281/zenodo.18240795
title: ANALYSIS OF CONVOLUTIONAL NEURAL NETWORK METHODS FOR FACIAL RECOGNITION
DOI: 10.5281/zenodo.17977134
title: Data for GitHub Repository: VLIZ_4DBGC-Mapping (O2 only)
DOI: 10.3535/kf0-q8l-hc2
title: Noctua Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3z8-6nw-qa0
title: Agonopterix imbutella Christoph, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/a8q-5s6-gev
title: Agonopterix imbutella Christoph, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cjn-5mw-c7f
title: Agonopterix imbutella Christoph, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.52p3vd
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-112.0188 29.09913, -111.8688 29.09913, -111.8688 29.24913, -112.0188 29.24913, -112.0188 29.09913))"
 ]
}

 The dataset includes 138 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036918-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rqdwv9
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-113.8188 29.24913, -113.6688 29.24913, -113.6688 29.39913, -113.8188 29.39913, -113.8188 29.24913))"
 ]
}

 The dataset includes 58 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036919-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17619963
title: English word2vec embeddings trained on OpenSubtitles Part 8

description: This dataset contains the subs2vec embeddings for English, as presented in https://zenodo.org/records/17243814. The embeddings were trained on large-scale subtitle corpora and represent semantic vector spaces derived from naturalistic language use in films and television from the OpenSubtitles 2018 datasets: https://opus.nlpl.eu/OpenSubtitles/corpus/version/OpenSubtitles. 

For this language, we provide all embedding variants explored in the study. Specifically, the dataset includes vectors generated under different combinations of:





Dimensionality: multiple vector sizes (e.g., 100, 200, 300, …)




Window size: varying context windows (e.g., 2, 5, 10, …)




Each file corresponds to a unique configuration (dimension × window size). 



Each file contains the vocabulary for that language (column 1) and then the embedding values (columns 2 through dimension size + 1).

If you use this dataset, please cite:





Manuscript: https://doi.org/10.5281/zenodo.17243812 




Data: This Zenodo dataset (using the DOI provided here)



sha256sums:



en_500_3_cbow_wxd.csv.bz2 19485a54b2249c0897da166814c90437ce4f49ef56e7b54c8ed1444161f29e3b

en_500_3_sg_wxd.csv.bz2 c298bc9468a71ec3c6e99f3cafe670cce91fe3e85d968fa5a9cc44769d7c5795

en_500_4_cbow_wxd.csv.bz2 ab46058fa7339f3305ee68b9fa10be2fb0469318d89fdb2e819c60d1681dcfd1
DOI: 10.5281/zenodo.17619964
title: English word2vec embeddings trained on OpenSubtitles Part 8

description: This dataset contains the subs2vec embeddings for English, as presented in https://zenodo.org/records/17243814. The embeddings were trained on large-scale subtitle corpora and represent semantic vector spaces derived from naturalistic language use in films and television from the OpenSubtitles 2018 datasets: https://opus.nlpl.eu/OpenSubtitles/corpus/version/OpenSubtitles. 

For this language, we provide all embedding variants explored in the study. Specifically, the dataset includes vectors generated under different combinations of:





Dimensionality: multiple vector sizes (e.g., 100, 200, 300, …)




Window size: varying context windows (e.g., 2, 5, 10, …)




Each file corresponds to a unique configuration (dimension × window size). 



Each file contains the vocabulary for that language (column 1) and then the embedding values (columns 2 through dimension size + 1).

If you use this dataset, please cite:





Manuscript: https://doi.org/10.5281/zenodo.17243812 




Data: This Zenodo dataset (using the DOI provided here)



sha256sums:



en_500_3_cbow_wxd.csv.bz2 19485a54b2249c0897da166814c90437ce4f49ef56e7b54c8ed1444161f29e3b

en_500_3_sg_wxd.csv.bz2 c298bc9468a71ec3c6e99f3cafe670cce91fe3e85d968fa5a9cc44769d7c5795

en_500_4_cbow_wxd.csv.bz2 ab46058fa7339f3305ee68b9fa10be2fb0469318d89fdb2e819c60d1681dcfd1
DOI: 10.5281/zenodo.17619405
title: English word2vec embeddings trained on OpenSubtitles Part 7

description: This dataset contains the subs2vec embeddings for English, as presented in https://zenodo.org/records/17243814. The embeddings were trained on large-scale subtitle corpora and represent semantic vector spaces derived from naturalistic language use in films and television from the OpenSubtitles 2018 datasets: https://opus.nlpl.eu/OpenSubtitles/corpus/version/OpenSubtitles. 

For this language, we provide all embedding variants explored in the study. Specifically, the dataset includes vectors generated under different combinations of:





Dimensionality: multiple vector sizes (e.g., 100, 200, 300, …)




Window size: varying context windows (e.g., 2, 5, 10, …)




Each file corresponds to a unique configuration (dimension × window size). 



Each file contains the vocabulary for that language (column 1) and then the embedding values (columns 2 through dimension size + 1).

If you use this dataset, please cite:





Manuscript: https://doi.org/10.5281/zenodo.17243812 




Data: This Zenodo dataset (using the DOI provided here)



sha256sums:



en_500_1_sg_wxd.csv.bz2 e8cc9613002f4e885efd694919e2f4afde88464ce24d56385029b7f4cb6d2c6een_500_2_cbow_wxd.csv.bz2 5a66104cc40fff3705f162bcf9b128cc8284de2bfad0e253aa51232844cc5098 en_500_2_sg_wxd.csv.bz2 39e408bef08f9ab5ddba3fd1c92e22c1d7c502fb69a7ee6f5fcad09783d7e434
DOI: 10.5281/zenodo.17619406
title: English word2vec embeddings trained on OpenSubtitles Part 7

description: This dataset contains the subs2vec embeddings for English, as presented in https://zenodo.org/records/17243814. The embeddings were trained on large-scale subtitle corpora and represent semantic vector spaces derived from naturalistic language use in films and television from the OpenSubtitles 2018 datasets: https://opus.nlpl.eu/OpenSubtitles/corpus/version/OpenSubtitles. 

For this language, we provide all embedding variants explored in the study. Specifically, the dataset includes vectors generated under different combinations of:





Dimensionality: multiple vector sizes (e.g., 100, 200, 300, …)




Window size: varying context windows (e.g., 2, 5, 10, …)




Each file corresponds to a unique configuration (dimension × window size). 



Each file contains the vocabulary for that language (column 1) and then the embedding values (columns 2 through dimension size + 1).

If you use this dataset, please cite:





Manuscript: https://doi.org/10.5281/zenodo.17243812 




Data: This Zenodo dataset (using the DOI provided here)



sha256sums:



en_500_1_sg_wxd.csv.bz2 e8cc9613002f4e885efd694919e2f4afde88464ce24d56385029b7f4cb6d2c6een_500_2_cbow_wxd.csv.bz2 5a66104cc40fff3705f162bcf9b128cc8284de2bfad0e253aa51232844cc5098 en_500_2_sg_wxd.csv.bz2 39e408bef08f9ab5ddba3fd1c92e22c1d7c502fb69a7ee6f5fcad09783d7e434
DOI: 10.5281/zenodo.17618268
title: English word2vec embeddings trained on OpenSubtitles Part 6

description: This dataset contains the subs2vec embeddings for English, as presented in https://zenodo.org/records/17243814. The embeddings were trained on large-scale subtitle corpora and represent semantic vector spaces derived from naturalistic language use in films and television from the OpenSubtitles 2018 datasets: https://opus.nlpl.eu/OpenSubtitles/corpus/version/OpenSubtitles. 

For this language, we provide all embedding variants explored in the study. Specifically, the dataset includes vectors generated under different combinations of:





Dimensionality: multiple vector sizes (e.g., 100, 200, 300, …)




Window size: varying context windows (e.g., 2, 5, 10, …)




Each file corresponds to a unique configuration (dimension × window size). 



Each file contains the vocabulary for that language (column 1) and then the embedding values (columns 2 through dimension size + 1).

If you use this dataset, please cite:





Manuscript: https://doi.org/10.5281/zenodo.17243812 




Data: This Zenodo dataset (using the DOI provided here)



sha256sums:



en_300_6_cbow_wxd.csv.bz2 72a94830d81ebbe28e7fa78465e02ad2bd7771ef5414f8f30f6de94565050167

en_300_6_sg_wxd.csv.bz2 b0d7db822f181a124758e55b0c33b47e0a249c37f8a778806f6166a5baf96cb3

en_500_1_cbow_wxd.csv.bz2 4196d84670045dc3cb65195f4045e543c78c1c35d28530b6c24e7711b8cbf23b