User-friendly automatic transcription of low-resource languages: Plugging ESPnet into Elpis
Oliver Adams
(1)
,
Benjamin Galliot
(2)
,
Guillaume Wisniewski
(3)
,
Nicholas Lambourne
(4, 5)
,
Ben Foley
(4, 5)
,
Rahasya Sanders-Dwyer
(4, 5)
,
Janet Wiles
(4, 5)
,
Alexis Michaud
(2)
,
Séverine Guillaume
(2)
,
Laurent Besacier
(6)
,
Christopher Cox
(7)
,
Katya Aplonova
(8)
,
Guillaume Jacques
(9)
,
Nathan Hill
(10)
1
Atos zData
2 LACITO - Langues et civilisations à tradition orale
3 LLF - UMR7110 - Laboratoire de Linguistique Formelle
4 UQ [All campuses : Brisbane, Dutton Park Gatton, Herston, St Lucia and other locations] - The University of Queensland
5 ARC Centre of Excellence for the Dynamics of Language (CoEDL)
6 LIG - Laboratoire d'Informatique de Grenoble
7 University of Alberta
8 LLACAN - Langage, LAngues et Cultures d'Afrique
9 CRLAO - Centre de Recherches Linguistiques sur l'Asie Orientale
10 School of Oriental and African Studies (SOAS), University of London
2 LACITO - Langues et civilisations à tradition orale
3 LLF - UMR7110 - Laboratoire de Linguistique Formelle
4 UQ [All campuses : Brisbane, Dutton Park Gatton, Herston, St Lucia and other locations] - The University of Queensland
5 ARC Centre of Excellence for the Dynamics of Language (CoEDL)
6 LIG - Laboratoire d'Informatique de Grenoble
7 University of Alberta
8 LLACAN - Langage, LAngues et Cultures d'Afrique
9 CRLAO - Centre de Recherches Linguistiques sur l'Asie Orientale
10 School of Oriental and African Studies (SOAS), University of London
Benjamin Galliot
- Fonction : Auteur
- PersonId : 1184597
- IdHAL : benjamin-galliot
Guillaume Wisniewski
- Fonction : Auteur
- PersonId : 748468
- IdHAL : guillaume-wisniewski
- ORCID : 0000-0002-4445-080X
- IdRef : 128062290
Alexis Michaud
- Fonction : Auteur
- PersonId : 419
- IdHAL : alexis-michaud
- ORCID : 0000-0003-1165-2680
- IdRef : 095131507
Séverine Guillaume
- Fonction : Auteur
- PersonId : 12704
- IdHAL : severine-guillaume
- ORCID : 0000-0003-1772-2600
Guillaume Jacques
- Fonction : Auteur
- PersonId : 6342
- IdHAL : guillaume-jacques
- ORCID : 0000-0003-1220-2323
- IdRef : 087255545
Résumé
This paper reports on progress integrating the speech recognition toolkit ESPnet into Elpis, a web front-end originally designed to provide access to the Kaldi automatic speech recognition toolkit. The goal of this work is to make end-to-end speech recognition models available to language workers via a user-friendly graphical interface. Encouraging results are reported on (i) development of an ESPnet recipe for use in Elpis, with preliminary results on data sets previously used for training acoustic models with the Persephone toolkit along with a new data set that had not previously been used in speech recognition, and (ii) incorporating ESPnet into Elpis along with UI enhancements and a CUDA-supported Dockerfile.
Domaines
Linguistique Linguistique Intelligence artificielle [cs.AI] Intelligence artificielle [cs.AI] Informatique et langage [cs.CL] Informatique et langage [cs.CL] Traitement du signal et de l'image [eess.SP] Traitement du signal et de l'image [eess.SP]Format du dépôt | Fichier |
---|---|
Type de dépôt | Communication dans un congrès |
Titre |
en
User-friendly automatic transcription of low-resource languages: Plugging ESPnet into Elpis
|
Résumé |
en
This paper reports on progress integrating the speech recognition toolkit ESPnet into Elpis, a web front-end originally designed to provide access to the Kaldi automatic speech recognition toolkit. The goal of this work is to make end-to-end speech recognition models available to language workers via a user-friendly graphical interface. Encouraging results are reported on (i) development of an ESPnet recipe for use in Elpis, with preliminary results on data sets previously used for training acoustic models with the Persephone toolkit along with a new data set that had not previously been used in speech recognition, and (ii) incorporating ESPnet into Elpis along with UI enhancements and a CUDA-supported Dockerfile.
|
Auteur(s) |
Oliver Adams
1
, Benjamin Galliot
2
, Guillaume Wisniewski
3
, Nicholas Lambourne
4, 5
, Ben Foley
4, 5
, Rahasya Sanders-Dwyer
4, 5
, Janet Wiles
4, 5
, Alexis Michaud
2
, Séverine Guillaume
2
, Laurent Besacier
6
, Christopher Cox
7
, Katya Aplonova
8
, Guillaume Jacques
9
, Nathan Hill
10
1
Atos zData
( 1057617 )
- États-Unis
2
LACITO -
Langues et civilisations à tradition orale
( 406905 )
- 7, rue Guy Môquet, 94800, VILLEJUIF
- France
3
LLF - UMR7110 -
Laboratoire de Linguistique Formelle
( 1004855 )
- 8 Rue Albert Einstein, 75013 Paris
- France
4
UQ [All campuses : Brisbane, Dutton Park Gatton, Herston, St Lucia and other locations] -
The University of Queensland
( 250752 )
- Brisbane, St Lucia, QLD 4072
- Australie
5
ARC Centre of Excellence for the Dynamics of Language (CoEDL)
( 1057618 )
- Australie
6
LIG -
Laboratoire d'Informatique de Grenoble
( 1043301 )
- UMR 5217 - Laboratoire LIG - Bâtiment IMAG - 700 avenue Centrale - Domaine Universitaire de Saint-Martin-d’Hères
Adresse postale : CS 40700 - 38058 Grenoble cedex 9
Tél. : 04 57 42 14 00
- France
7
University of Alberta
( 98298 )
- 116 St & 85 Ave, Edmonton, AB T6G 2R3
- Canada
8
LLACAN -
Langage, LAngues et Cultures d'Afrique
( 487934 )
- Campus CNRS de Villejuif – 7 rue Guy Môquet – 94800 Villejuif
- France
9
CRLAO -
Centre de Recherches Linguistiques sur l'Asie Orientale
( 1324 )
- 105, boulevard Raspail, 75006, PARIS
- France
10
School of Oriental and African Studies (SOAS), University of London
( 323783 )
-
- France
|
Licence |
Paternité - Pas d'utilisation commerciale - Partage selon les Conditions Initiales
|
Vulgarisation |
Non
|
Comité de lecture |
Oui
|
Invité |
Non
|
Audience |
Internationale
|
Actes |
Oui
|
Langue du document |
Anglais
|
Date de publication |
2021
|
Titre de la collection |
Proceedings of ComputEL-4: Fourth Workshop on the Use of Computational Methods in the Study of Endangered Languages
|
Titre du congrès |
ComputEL-4: Fourth Workshop on the Use of Computational Methods in the Study of Endangered Languages
|
Date début congrès |
2021-03-02
|
Date fin congrès |
2021-03-03
|
Ville |
Hawai‘i
|
Pays |
États-Unis
|
Source |
Proceedings of ComputEL-4
|
Domaine(s) |
|
Mots-clés (Mesh) |
|
Classification ACM 1998 |
|
Projet(s) Européen(s) |
|
Financement |
|
Projet(s) ANR |
|
Classification ACM 2012 |
|
Mots-clés |
en
automatic transcription, language documentation, endangered languages, automatic speech recognition, Computational Language Documentation
|
arXiv Id | 2101.03027 |
Fichier principal
Elpis_ComputEL4.pdf ( 335.89 Ko
)
Télécharger
ComputELslides.pdf ( 172.9 Ko
)
Télécharger
ComputELslides.pptx ( 371.23 Ko
)
Télécharger
ComputEL_Adams_et_al.mp4 ( 22.69 Mo
)
Télécharger
Origine :
Fichiers produits par l'(les) auteur(s)
Loading...