cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/9ya-8d2-5lq
title: Stellaria nemorum L.

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

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ya-ggr-0vq
title: Carex elongata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ya-mxd-rv0
title: Potamogeton alpinus Balb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ya-q2q-jjm
title: Vicia sepium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ya-rsg-hgy
title: Rosa L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ya-t7d-llm
title: Erysimum cheiranthoides L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ya-w6h-63l
title: Vicia sepium L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yb-2w6-87g
title: Cochlearia danica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yb-4rg-jvz
title: Carex oederi var. bergrothii (Palmgr.) Hedrén & Lassen

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yb-ahn-wkk
title: Anthyllis vulneraria var. ssp. vulneraria var. vulneraria

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yb-hwb-vbg
title: Agrostis canina L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yb-jeq-4p2
title: Rumex pseudonatronatus (Borbás) Borbás ex Murb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ya-8he-10a
title: Luzula arcuata x ssp. arcuata × ssp. confusa

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ya-z3y-602
title: Rumex hydrolapathum (Scop.) Huds.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yb-t5k-k2y
title: Woodsia glabella R. Br.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.p2ud3z
title: Occurrence Download

description: A dataset containing 1240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psathyrostachys juncea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1240 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061476-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/9yc-5j7-26h
title: Athyrium filix-femina (L.) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yc-635-5d6
title: Equisetum fluviatile L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.new3y2
title: Occurrence Download

description: A dataset containing 1819 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fraxinus profunda"
 ]
}

 The dataset includes 1819 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061475-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/9yc-6p6-p0t
title: Salix repens var. ssp. repens var. repens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yc-97c-h72
title: Alchemilla monticola Opiz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yc-ge1-trt
title: Lotus corniculatus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yc-8hd-l8s
title: Silene latifolia subsp. alba (Mill.) Greuter & Burdet

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yc-tby-4nv
title: Bromus inermis Leyss.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yd-e3k-kwv
title: Salix myrsinites L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yd-j02-r1w
title: Phleum pratense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yd-jem-dtn
title: Cakile maritima Scop.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yd-kbk-z67
title: Potentilla norvegica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yd-nkh-1jd
title: Argentina anserina (L.) Rydb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yd-prl-de9
title: Populus tremula L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yd-pzz-gcw
title: Sagittaria natans Pall.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yd-rp8-htf
title: Carex elongata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yd-z65-ndm
title: Sparganium angustifolium Michx.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ye-dky-6z0
title: Lathyrus palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ye-fc9-8nk
title: Isoetes echinospora Durieu

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ye-l2j-r01
title: Juncus alpinoarticulatus subsp. fischerianus (Turcz. ex V. I. Krecz.) Hämet-Ahti

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ye-t77-n6b
title: Silene viscosa (L.) Pers.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ye-5ae-sfz
title: Chelidonium majus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yf-3h0-le6
title: Poa glauca Vahl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yf-45l-kez
title: Carex caryophyllea Latourr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yf-559-laa
title: Cinna latifolia (Trevir. ex Göpp.) Griseb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yf-916-ym9
title: Dryopteris filix-mas (L.) Schott

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yf-bcc-jmc
title: Prunus padus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yf-bv2-md9
title: Salix glauca var. stipulata Flod.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yf-dpg-hjj
title: Melilotus officinalis (L.) Lam.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yf-fc2-8fc
title: Rosa majalis Herrm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yf-kyl-rp9
title: Sparganium natans L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yf-qet-02y
title: Woodsia glabella R. Br.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yg-2y0-2xe
title: Chenopodium suecicum Murr

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yg-ad8-1vd
title: Carex elata All.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yg-ahz-9jq
title: Carex dioica L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yf-dl3-bwm
title: Cardamine amara L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yg-b3p-15y
title: Anthoxanthum australe (Schrad.) Veldkamp

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yf-wsk-qsn
title: Eriophorum angustifolium Honck.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yg-493-d7w
title: Geum urbanum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yg-d4v-nl1
title: Alchemilla L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yg-hpm-hx5
title: Agrimonia eupatoria L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yg-k8f-3l0
title: Phleum pratense L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yg-krs-wnc
title: Potamogeton pusillus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yg-rm5-0kb
title: Betula pubescens Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yg-t1n-fvt
title: Sparganium natans L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yh-10w-q7h
title: Plantae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yh-mba-94f
title: Dryopteris Adans.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yh-mp1-ftj
title: Botrychium lanceolatum (S. G. Gmel.) Ångstr.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yh-xce-khq
title: Avenula pubescens (Huds.) Dumort.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yh-81x-w06
title: Salix myrsinifolia × phylicifolia x myrsinifolia ssp. myrsinifolia × phylicifolia

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yh-y6z-bxw
title: Alchemilla glomerulans Buser

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yj-91s-3mn
title: Ranunculus acris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yj-9j1-yss
title: Carex tenuiflora Wahlenb.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yj-jtd-amc
title: Isoetes lacustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yj-t2j-lsd
title: Vicia hirsuta (L.) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yj-xct-94j
title: Agrostis canina L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yk-0w4-r3a
title: Carex brunnescens subsp. brunnescens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yk-1cm-paf
title: Carex fuliginosa Schkuhr

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yk-40m-sjr
title: Carex brunnescens (Pers.) Poir.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yk-4qx-1l1
title: Woodsia alpina (Bolton) Gray

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yk-6kd-53l
title: Filipendula ulmaria (L.) Maxim.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yk-bkd-1sk
title: Salix myrsinites L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yk-hs6-55l
title: Sibbaldia procumbens L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yk-kjg-379
title: Eleocharis uniglumis (Link) Schult.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yk-kn9-lyv
title: Gypsophila fastigiata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yk-lby-n3s
title: Rumex acetosella subsp. acetosella

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yk-ply-h7y
title: Alchemilla monticola Opiz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yk-pn2-3ye
title: Dryopteris filix-mas (L.) Schott

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yk-vjv-gt4
title: Hydrocharis morsus-ranae L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yj-9jp-8nt
title: Leersia oryzoides (L.) Sw.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yj-c24-e4k
title: Lemna trisulca L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yl-029-dc5
title: Lepidium densiflorum Schrad.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yl-b8y-hdr
title: Eleocharis quinqueflora (Hartmann) O.Schwarz

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yl-gs1-nm0
title: Lolium temulentum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yl-gwh-prq
title: Carex brunnescens subsp. brunnescens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yl-j88-04s
title: Eleocharis acicularis (L.) Roem. & Schult.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yl-p34-2rd
title: Calamagrostis canescens (Weber) Roth

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yl-pd1-2tm
title: Lathyrus linifolius (Reichard) Bässler

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yl-wtv-tme
title: Prunus padus x ssp. borealis × ssp. padus

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yl-ycw-01h
title: Montia fontana L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ym-24k-edq
title: Caltha palustris L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ym-4f2-fbr
title: Bromus secalinus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ym-h50-rgt
title: Calamagrostis purpurea (Trin.) Trin.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ym-lf4-mn5
title: Cochlearia officinalis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ym-y8a-5xy
title: Ribes L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yn-9k1-r23
title: Cerastium alpinum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yn-c84-wr1
title: Echinochloa muricata (P.Beauv.) Fernald

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yn-dlk-zld
title: Lathyrus japonicus var. maritimus (L.) J.T.Kartesz & Gandhi

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yn-l3f-fh5
title: Calamagrostis purpurea (Trin.) Trin.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.f2349r
title: Occurrence Download

description: A dataset containing 155883 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lespedeza"
 ]
}

 The dataset includes 155883 records from 601 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061454-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/9yn-mfr-y22
title: Rhynchospora alba (L.) Vahl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yn-xl7-yld
title: Actaea rubra subsp. rubra

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yp-199-fry
title: Montia fontana L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yp-2kt-76d
title: Psammophiliella muralis (L.) Ikonn.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yp-2pw-2lp
title: Carex brunnescens subsp. brunnescens

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9ym-zsg-bct
title: Sorbus aucuparia x ssp. aucuparia × ssp. glabrata

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9yp-5wq-n2v
title: Carex elongata L.

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

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Aedes opok",
 "Year is greater than or equal to 1980"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061477-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/9yn-xz7-1bc
title: Equisetum pratense Ehrh.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.16993067
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