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README.md
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license: cc-by-nc-4.0
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---
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license: cc-by-nc-4.0
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language:
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- ab
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- af
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- am
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- ar
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- as
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- be
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- bo
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- br
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- bg
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- ca
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- cs
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- cy
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- da
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- de
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- dv
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- el
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- en
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- eo
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- eu
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- ee
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- fo
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- fa
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- tl
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- fi
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- fr
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- fy
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- ga
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- gl
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- gv
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- gn
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- gu
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- ht
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- ha
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- he
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- hi
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- hr
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- hu
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- hy
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- ig
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- ia
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- id
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- is
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- it
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- jv
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- ja
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- rw
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- ky
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- ku
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- ko
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- lo
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- la
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- lv
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- ln
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- lt
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- lb
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- lg
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- ml
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- mr
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- mk
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- mg
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- ms
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- my
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- ne
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- nl
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- nn
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- no
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- oc
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- or
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- pa
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- pl
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- pt
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- ps
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- ro
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- ru
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- sa
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- si
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- sl
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- sk
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- sn
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- sd
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- so
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- st
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- es
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- sq
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- sc
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- sr
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- su
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- sw
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- sv
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- ta
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- tt
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- te
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- tg
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- th
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- tn
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- tk
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- tr
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- tw
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- ug
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- uk
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- ur
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- uz
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- vi
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- xh
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- yi
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- yo
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- zh
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---
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## mHuBERT-147 models
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mHuBERT-147 are compact and competitive multilingual HuBERT models trained on 90K hours of open-license data in 147 languages.
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This repository contains:
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* Fairseq checkpoint (original);
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* HuggingFace checkpoint;
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* Faiss index for continuous pre-training (OPQ16_64,IVF1000_HNSW32,PQ16x4fsr).
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# Additional Information
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**Manifest list:** https://huggingface.co/utter-project/mHuBERT-147-base-3rd-iter/tree/main/manifest
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Please note that since training, there were CommonVoice removal requests. This means that some of the listed files are no longer available.
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**Fairseq fork:** https://github.com/utter-project/fairseq
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**Scripts for pre-processing/faiss clustering:** https://github.com/utter-project/mHuBERT-147-scripts
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**Languages present not indexed by Huggingface:** Asturian (ast), Basaa (bas), Cebuano (ceb), Central Kurdish/Sorani (ckb), Hakha Chin (cnh), Hawaiian (haw), Upper Sorbian (hsb) Kabyle (kab), Moksha (mdf), Meadow Mari (mhr), Hill Mari (mrj), Erzya (myv), Taiwanese Hokkien (nan-tw), Sursilvan (rm-sursilv), Vallader (rm-vallader), Sakha (sah), Santali (sat), Scots (sco), Saraiki (skr), Tigre (tig), Tok Pisin (tpi), Akwapen Twi (tw-akuapem), Asante Twi (tw-asante), Votic (vot), Waray (war), Cantonese (yue).
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# Datasets Included
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For ASR/ST/TTS datasets, only train set is used.
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* [Aishell](https://www.openslr.org/33/) and [AISHELL-3](https://www.openslr.org/93/)
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* [BibleTTS](https://www.openslr.org/129/)
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* [ClovaCall](https://github.com/clovaai/ClovaCall)
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* [CommonVoice v11](https://commonvoice.mozilla.org/en/datasets)
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* Google TTS data: [Javanese](https://www.openslr.org/41/), [Khmer](https://www.openslr.org/42/), [Nepali](https://www.openslr.org/43/), [Sundanese](https://www.openslr.org/44/), [South African Languages](https://www.openslr.org/32/), [Bengali Languages](https://www.openslr.org/37/)
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* IISc-MILE: [Tamil](https://www.openslr.org/127/), [Kannada](https://www.openslr.org/126/)
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* [Japanese Versatile Speech](https://sites.google.com/site/shinnosuketakamichi/research-topics/jvs_corpus)
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* [Kokoro](https://github.com/kaiidams/Kokoro-Speech-Dataset)
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* [Kosp2e](https://github.com/warnikchow/kosp2e)
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* Media Speech: [Turkish Only](https://www.openslr.org/108/)
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* [Multilingual LibriSpeech](https://www.openslr.org/94/)
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* [Samrómur](https://www.openslr.org/128/)
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* [THCHS-30](https://www.openslr.org/18/) and [THUYG-20](https://www.openslr.org/22/)
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* [VoxLingua107](https://bark.phon.ioc.ee/voxlingua107/)
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* [VoxPopuli](https://github.com/facebookresearch/voxpopuli/)
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# Citing
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```
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@inproceedings{boito2024mhubert,
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author={Marcely Zanon Boito, Vivek Iyer, Nikolaos Lagos, Laurent Besacier, Ioan Calapodescu},
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title={{mHuBERT-147: A Compact Multilingual HuBERT Model}},
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year=2024,
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booktitle={Interspeech 2024},
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}
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```
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# Funding
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This is an output of the European Project UTTER (Unified Transcription and Translation for Extended Reality) under grant number 101070631.
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For more information go to https://he-utter.eu/
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