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Fine-tuning pre-trained models for Automatic Speech Recognition: experiments on a fieldwork corpus of Japhug (Trans-Himalayan family)
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In: https://halshs.archives-ouvertes.fr/halshs-03647315 ; 2022 (2022)
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Linguist: looking back on twelve years of collaboration with the visiting linguist ... : Retour sur douze ans de collaboration avec le linguiste-enquêteur ...
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Linguist: looking back on twelve years of collaboration with the visiting linguist [audio component] ... : Retour sur douze ans de collaboration avec le linguiste-enquêteur [composant audio] ...
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Linguist: looking back on twelve years of collaboration with the visiting linguist (version 2) ... : Retour sur douze ans de collaboration avec le linguiste-enquêteur (version 2) ...
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Mosuo studies: a review of studies about the Mosuo people [audio component] ... : Études mosuo : panorama des études concernant le peuple mosuo [composant audio] ...
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Linguist: looking back on twelve years of collaboration with the visiting linguist (version 2) ... : Retour sur douze ans de collaboration avec le linguiste-enquêteur (version 2) ...
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Michaud, Alexis. - : Laboratoire de langues et civilisations à tradition orale, 2022
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Linguist: looking back on twelve years of collaboration with the visiting linguist [audio component] ... : Retour sur douze ans de collaboration avec le linguiste-enquêteur [composant audio] ...
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Michaud, Alexis. - : Laboratoire de langues et civilisations à tradition orale, 2022
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Mosuo studies: a review of studies about the Mosuo people [audio component] ... : Études mosuo : panorama des études concernant le peuple mosuo [composant audio] ...
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Michaud, Alexis. - : Laboratoire de langues et civilisations à tradition orale, 2022
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Linguist: looking back on twelve years of collaboration with the visiting linguist ... : Retour sur douze ans de collaboration avec le linguiste-enquêteur ...
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Michaud, Alexis. - : Laboratoire de langues et civilisations à tradition orale, 2022
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Fine-tuning pre-trained models for Automatic Speech Recognition: experiments on a fieldwork corpus of Japhug (Trans-Himalayan family)
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Guillaume, Séverine; Wisniewski, Guillaume; Macaire, Cécile; Jacques, Guillaume; Michaud, Alexis; Galliot, Benjamin; Coavoux, Maximin; Rossato, Solange; Nguyễn, Minh-Châu; Fily, Maxime
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In: https://halshs.archives-ouvertes.fr/halshs-03647315 ; 2022 (2022)
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Abstract:
Accepted for publication in Proceedings of ComputEL-5: Fifth Workshop on the Use of Computational Methods in the Study of Endangered Languages ; This is a report on results obtained in the development of speech recognition tools intended to support linguistic documentation efforts. The test case is an extensive fieldwork corpus of Japhug, an endangered language of the Trans-Himalayan (Sino-Tibetan) family. The goal is to reduce the transcription workload of field linguists. The method used is a deep learning approach based on the language-specific tuning of a generic pre-trained representation model, XLS-R, using a Transformer architecture. We note difficulties in implementation, in terms of learning stability. But this approach brings significant improvements nonetheless. The quality of phonemic transcription is improved over earlier experiments; and most significantly, the new approach allows for reaching the stage of automatic word recognition. Subjective evaluation of the tool by the author of the training data confirms the usefulness of this approach.
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Keyword:
[SHS.LANGUE]Humanities and Social Sciences/Linguistics; Automatic Speech Recognition
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URL: https://halshs.archives-ouvertes.fr/halshs-03647315/file/ComputEL_5_Japhug_ASR.pdf
https://halshs.archives-ouvertes.fr/halshs-03647315
https://halshs.archives-ouvertes.fr/halshs-03647315/document
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L'intonation dans les langues tonales : des réflexions générales et deux études de cas
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In: ISSN: 0071-190X ; EISSN: 1965-0477 ; Études de linguistique appliquée : revue de didactologie des langues-cultures ; https://halshs.archives-ouvertes.fr/halshs-03189736 ; Études de linguistique appliquée : revue de didactologie des langues-cultures, Klincksieck (Didier Erudition jusqu'en 2003), 2021, 199 (1) (2021)
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L'intonation dans les langues tonales : des réflexions générales et deux études de cas
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In: https://halshs.archives-ouvertes.fr/halshs-03189736 ; 2021 (2021)
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L'intonation dans les langues tonales : des réflexions générales et deux études de cas
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In: https://halshs.archives-ouvertes.fr/halshs-03189736 ; 2021 (2021)
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User-friendly automatic transcription of low-resource languages: Plugging ESPnet into Elpis
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In: ComputEL-4: Fourth Workshop on the Use of Computational Methods in the Study of Endangered Languages ; https://halshs.archives-ouvertes.fr/halshs-03030529 ; ComputEL-4: Fourth Workshop on the Use of Computational Methods in the Study of Endangered Languages, Mar 2021, Hawai‘i, United States (2021)
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L'intonation dans les langues tonales : des réflexions générales et deux études de cas
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In: https://halshs.archives-ouvertes.fr/halshs-03189736 ; 2021 (2021)
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L'intonation dans les langues tonales : des réflexions générales et deux études de cas
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In: ISSN: 0071-190X ; EISSN: 1965-0477 ; Études de linguistique appliquée : revue de didactologie des langues-cultures ; https://halshs.archives-ouvertes.fr/halshs-03189736 ; Études de linguistique appliquée : revue de didactologie des langues-cultures, Klincksieck (Didier Erudition jusqu'en 2003), 2021, 199 (1) (2021)
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Yongning Na for Natural Language Processing: a single-speaker audio corpus with transcriptions ...
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Yongning Na for Natural Language Processing: a single-speaker audio corpus with transcriptions ...
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User-friendly automatic transcription of low-resource languages: Plugging ESPnet into Elpis
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In: ComputEL-4: Fourth Workshop on the Use of Computational Methods in the Study of Endangered Languages ; https://halshs.archives-ouvertes.fr/halshs-03030529 ; ComputEL-4: Fourth Workshop on the Use of Computational Methods in the Study of Endangered Languages, Mar 2021, Hawai‘i, United States (2021)
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Prosodic systems: Mainland Southeast Asia
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In: Oxford Handbook of Language Prosody ; https://halshs.archives-ouvertes.fr/halshs-01617182 ; Carlos Gussenhoven; Aoju Chen. Oxford Handbook of Language Prosody, Oxford University Press, 2020 (2020)
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