cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16993068
title: Extended Metadata for MGPHot (audio links, embeddings and more!)

description: MGPHot Embeddings and Index Reconstruction Scripts

This repository provides precomputed embeddings for the six models described in the original paper https://arxiv.org/pdf/2509.06936 , evaluated on the three benchmark datasets: MGPHot, MagnaTagATune, and MTG-Jamendo.

The embeddings are stored in:

embeddings_autotagging.zip

We also provide a mirror of the scripts to reconstruct the canonical indices with full metadata, mirror_reconstruct.zip.All metadata is already available in the original GitHub repository:https://github.com/MTG/MGPHot-audio 

Purpose

Provide precomputed embeddings for the six models evaluated in the paper.

Allow researchers to rebuild the canonical indices locally with the full metadata.

Ensure reproducibility while respecting the original dataset licenses.

Note: The number of embedding files may vary across models. Some extractors were designed to process the entire dataset, while others only generate embeddings for tracks associated with at least one of the selected tags.

How to Reconstruct

Run the reconstruction script  python reconstruct_index.py to rebuild the canonical indices, verify outputs using the provided .md5 checksums, and print a summary report.

License





Code is released under the MIT License.




Metadata mappings follow the original dataset’s license (CC BY-NC-SA 4.0).




Do not upload reconstructed indices or audio anywhere online.



Citation

If you use these embeddings or scripts in your research, please cite the original paper:

   @misc{ramoneda2025benchmark,          title  = {Benchmarking Music Autotagging with MGPHot Expert Annotations vs. Generic Tag Datasets},          author  = {Pedro Ramoneda and Pablo Alonso-Jim{\'e}nez and Sergio Oramas and Xavier Serra and Dmitry Bogdanov},          year  = {2025},         eprint  = {2509.06936},         archivePrefix  = {arXiv},         primaryClass   = {cs.SD},         url  = {https://arxiv.org/abs/2509.06936}    }

 

Note on he durability of the benchmark 

We are open to share specific missing audio files with research institutions to ensure reproducibility
DOI: 10.3535/9yp-d4s-9rk
title: Bromus secalinus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yp-jtn-q1e
title: Schoenoplectus tabernaemontani (C.C.Gmel.) Palla

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yp-mjy-h6f
title: Epipactis palustris (L.) Crantz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yp-y0b-yrc
title: Rumex confertus Willd.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yq-bp0-z2d
title: Poa palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yq-q76-gx6
title: Eleocharis uniglumis (Link) Schult.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yq-qwc-1jp
title: Sisymbrium altissimum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yr-2f6-27s
title: Salix myrsinifolia subsp. myrsinifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yr-a8x-ext
title: Bromus secalinus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yr-ca6-se0
title: Lathyrus palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yr-dj5-lbp
title: Ficaria verna Huds.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.r8hwlc
title: Occurrence Download

description: A dataset containing 12270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EWT: African Crane Conservation Programme Sightings",
 "TaxonKey is Anthropoides paradiseus (A.A.H.Lichtenstein, 1793)"
 ]
}

 The dataset includes 12270 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002825-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n5r9ru
title: Occurrence Download

description: A dataset containing 435 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Xanthogaleruca luteola (O.F.Müller, 1766)"
 ]
}

 The dataset includes 435 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228510-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjpyg4
title: Occurrence Download

description: A dataset containing 1226399757 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chordata",
 "Year 2015-2024"
 ]
}

 The dataset includes 1226399757 records from 13462 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006208-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crejga
title: Occurrence Download

description: A dataset containing 117 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 Darevskia unisexualis (Darevsky, 1966)"
 ]
}

 The dataset includes 117 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087875-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cwhqcs
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acalypha chlorocardia Standl."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006561-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yzm1i
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agave durangensis Gentry",
 "Country is Mexico"
 ]
}

 The dataset includes 122 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014073-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b27mv7
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cicerbita rechingeriana (Tuisl) Coskunc.M.Güzel & N.Kilian"
 ]
}

 The dataset includes 22 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087855-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9b5pg6
title: Occurrence Download

description: A dataset containing 971 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia hammondii Maiden"
 ]
}

 The dataset includes 971 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006560-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxheqd
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gravesia magnifolia H.Perrier"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019660-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2bsyde
title: Occurrence Download

description: A dataset containing 9150 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senna occidentalis (L.) Link"
 ]
}

 The dataset includes 9150 records from 302 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014073-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ff7xaj
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Sweden, Netherlands)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Desmodesmus opoliensis var. opoliensis"
 ]
}

 The dataset includes 261 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006541-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hhuzky
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hermannia decipiens E.Mey."
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019654-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.36xjo6
title: Occurrence Download

description: A dataset containing 186058 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aglais urticae (Linnaeus, 1758)"
 ]
}

 The dataset includes 186058 records from 353 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014074-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wg943b
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 5.90610419139713",
 "DecimalLongitude is less than 5.90916374458153",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 58 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000939-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7txmry
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hermannia decumbens Willd."
 ]
}

 The dataset includes 60 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019661-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzszvn
title: Occurrence Download

description: A dataset containing 578 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sciurus carolinensis Gmelin, 1788",
 "Geometry POLYGON((-127.19 33.04,-127.19 40.07,-113.41 40.07,-113.41 33.04,-127.19 33.04))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 578 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014074-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zury49
title: Occurrence Download

description: A dataset containing 305 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia hastulata Sm."
 ]
}

 The dataset includes 305 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006582-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyadfz
title: Occurrence Download

description: A dataset containing 5 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 Celestus duquesneyi Grant, 1940"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087816-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnprtj
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brachycephalus nodoterga Miranda-Ribeiro, 1920"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014076-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdv7pk
title: Occurrence Download

description: A dataset containing 615 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abutilon malacum S.Watson"
 ]
}

 The dataset includes 615 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006553-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y37p7x
title: Occurrence Download

description: A dataset containing 672 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 Phrynocephalus scutellatus (Olivier, 1807)"
 ]
}

 The dataset includes 672 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087800-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tpbkkk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monocondylaea corrientesensis (d'Orbigny, 1835)",
 "Country is Argentina"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014076-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bnajaa
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-92.41814 -0.92141,-91.23285 -0.76875,-90.95474 -0.50852,-90.66246 -0.68483,-90.58081 -0.63987,-90.65518 -0.55134,-91.07434 -0.45518,-91.28839 0.2616,-92.40904 0.18042,-92.41814 -0.92141))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pocillopora Lamarck, 1816"
 ]
}

 The dataset includes 15 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019656-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qun2qd
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((120.04396 29.38829,120.82411 29.36957,121.6106 29.47677,121.99229 29.65583,122.22159 29.88642,122.17824 29.97851,121.83954 30.05326,121.54594 30.30013,121.38655 30.56354,121.52601 30.73495,121.75985 30.76919,122.03074 30.83194,121.97097 31.18485,121.83815 31.29274,121.63366 31.41184,121.14139 31.51646,120.88182 31.43451,120.11 31.51,119.91561 30.09787,120.04396 29.38829))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Thalasseus bergii (M.H.K.Lichtenstein, 1823)",
 "Year 2018-2023"
 ]
}

 The dataset includes 29 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017856-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3sxm0
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Felis silvestris silvestris",
 "Country is Germany"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014076-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxyca2
title: Occurrence Download

description: A dataset containing 1320 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helichrysum aureum (Houtt.) Merr."
 ]
}

 The dataset includes 1320 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019662-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z593p6
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abutilon multiflorum R.E.Fr."
 ]
}

 The dataset includes 40 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006603-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xeb16f
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Dyschoriste trichanthera Kobuski",
 "TaxonKey is Dyschoriste ceciliae Wassh. & J.R.I.Wood"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 80 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014076-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cttywr
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium pseudobifidum Blocki"
 ]
}

 The dataset includes 34 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023440-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkfgny
title: Occurrence Download

description: A dataset containing 239180 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calypte costae (Bourcier, 1839)"
 ]
}

 The dataset includes 239180 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000941-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ndl8r1
title: Occurrence Download

description: A dataset containing 408 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brachycephalus Fitzinger, 1826"
 ]
}

 The dataset includes 408 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014077-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gy7hj8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium leucaeolum Omang"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023698-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qk7her
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eriocaulon epedunculatum Potdar, Anil Kumar bis, Otaghvari & Sonkar"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041902-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpa2n8
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monocondylaea paraguayana d'Orbigny, 1835",
 "Country is Argentina"
 ]
}

 The dataset includes 58 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014082-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6pgkp7
title: Occurrence Download

description: A dataset containing 18 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 Opisthotropis alcalai Brown & Leviton, 1961"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087759-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q792sd
title: Occurrence Download

description: A dataset containing 943 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum marschallianum Andrz. ex M.Bieb."
 ]
}

 The dataset includes 943 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041947-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.