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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 15 of 15 1 Fine-tuning pre-trained models for Automatic Speech Recognition: experiments on a fieldwork corpus of Japhug (Trans-Himalayan family) Guillaume, Séverine; Wisniewski, Guillaume; Macaire, Cécile; Jacques, Guillaume; Michaud, Alexis; Galliot, Benjamin; Coavoux, Maximin; Rossato, Solange; Nguyễn, Minh-Châu; Fily, Maxime In: https://halshs.archives-ouvertes.fr/halshs-03647315 ; 2022 (2022) 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. Keyword: [SHS.LANGUE]Humanities and Social Sciences/Linguistics; Automatic Speech Recognition URL: https://halshs.archives-ouvertes.fr/halshs-03647315/file/ComputEL_5_Japhug_ASR.pdf https://halshs.archives-ouvertes.fr/halshs-03647315/document https://halshs.archives-ouvertes.fr/halshs-03647315 BASE Hide details 2 Fine-tuning pre-trained models for Automatic Speech Recognition: experiments on a fieldwork corpus of Japhug (Trans-Himalayan family) Guillaume, Séverine; Wisniewski, Guillaume; Macaire, Cécile... In: https://halshs.archives-ouvertes.fr/halshs-03647315 ; 2022 (2022) BASE Show details 3 User-friendly automatic transcription of low-resource languages: Plugging ESPnet into Elpis Adams, Oliver; Galliot, Benjamin; Wisniewski, Guillaume... 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) BASE Show details 4 Yongning Na for Natural Language Processing: a single-speaker audio corpus with transcriptions ... Michaud, Alexis; Galliot, Benjamin; Guillaume, Séverine. - : Zenodo, 2021 BASE Show details 5 Yongning Na for Natural Language Processing: a single-speaker audio corpus with transcriptions ... Michaud, Alexis; Galliot, Benjamin; Guillaume, Séverine. - : Zenodo, 2021 BASE Show details 6 Japhug for Natural Language Processing: a single-speaker audio corpus with transcriptions ... Jacques, Guillaume; Galliot, Benjamin; Guillaume, Séverine. - : Zenodo, 2021 BASE Show details 7 Japhug for Natural Language Processing: a single-speaker audio corpus with transcriptions ... Jacques, Guillaume; Galliot, Benjamin; Guillaume, Séverine. - : Zenodo, 2021 BASE Show details 8 User-friendly automatic transcription of low-resource languages: Plugging ESPnet into Elpis Adams, Oliver; Galliot, Benjamin; Wisniewski, Guillaume... 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) BASE Show details 9 La transcription du linguiste au miroir de l’intelligence artificielle : réflexions à partir de la transcription phonémique automatique Michaud, Alexis; Adams, Oliver; Cox, Christopher... In: ISSN: 0037-9069 ; EISSN: 1783-1385 ; Bulletin de la Société de Linguistique de Paris ; https://halshs.archives-ouvertes.fr/halshs-02881731 ; Bulletin de la Société de Linguistique de Paris, Peeters Publishers, 2020, 116 (1) (2020) BASE Show details 10 Ouvrir aux linguistes « de terrain » un accès à la transcription automatique Wisniewski, Guillaume; Michaud, Alexis; Galliot, Benjamin... In: Actes des 2èmes journées scientifiques du Groupement de Recherche Linguistique Informatique Formelle et de Terrain (LIFT). ; 2èmes journées scientifiques du Groupement de Recherche Linguistique Informatique Formelle et de Terrain (LIFT) ; https://hal.archives-ouvertes.fr/hal-03047148 ; 2èmes journées scientifiques du Groupement de Recherche Linguistique Informatique Formelle et de Terrain (LIFT), 2020, Montrouge, France. pp.83-94 (2020) BASE Show details 11 User-friendly automatic transcription of low-resource languages: Plugging ESPnet into Elpis Adams, Oliver; Galliot, Benjamin; Wisniewski, Guillaume... In: ComputEL-4: Fourth Workshop on the Use of Computational Methods in the Study of Endangered Languages ; https://halshs.archives-ouvertes.fr/halshs-03030529 ; 2020 ; https://computel-workshop.org/ (2020) BASE Show details 12 Ouvrir aux linguistes « de terrain » un accès à la transcription automatique Wisniewski, Guillaume; Michaud, Alexis; Galliot, Benjamin... In: Actes des 2èmes journées scientifiques du Groupement de Recherche Linguistique Informatique Formelle et de Terrain (LIFT). ; 2èmes journées scientifiques du Groupement de Recherche Linguistique Informatique Formelle et de Terrain (LIFT) ; https://hal.archives-ouvertes.fr/hal-03047148 ; 2èmes journées scientifiques du Groupement de Recherche Linguistique Informatique Formelle et de Terrain (LIFT), 2020, Montrouge, France. pp.83-94 (2020) BASE Show details 13 La transcription du linguiste au miroir de l’intelligence artificielle : réflexions à partir de la transcription phonémique automatique Michaud, Alexis; Adams, Oliver; Cox, Christopher... In: ISSN: 0037-9069 ; EISSN: 1783-1385 ; Bulletin de la Société de Linguistique de Paris ; https://halshs.archives-ouvertes.fr/halshs-02881731 ; Bulletin de la Société de Linguistique de Paris, Peeters Publishers, 2020, 116 (1) (2020) BASE Show details 14 Vers des ressources électroniques interconnectées : Lexica, les dictionnaires de la collection Pangloss Bonnet, Rémy; Buret, Céline,; François, Alexandre... In: 9èmes Journées Internationales de la Linguistique de corpus ; https://halshs.archives-ouvertes.fr/halshs-01557348 ; 9èmes Journées Internationales de la Linguistique de corpus, Jul 2017, Grenoble, France. pp.48-51 ; https://jlc2017.univ-grenoble-alpes.fr/Contenu/LivretJLC2017.pdf (2017) BASE Show details 15 Vers des ressources électroniques interconnectées : Lexica, les dictionnaires de la collection Pangloss Bonnet, Rémy; Buret, Céline,; François, Alexandre... In: 9èmes Journées Internationales de la Linguistique de corpus ; https://halshs.archives-ouvertes.fr/halshs-01557348 ; 9èmes Journées Internationales de la Linguistique de corpus, Jul 2017, Grenoble, France. pp.48-51 ; https://jlc2017.univ-grenoble-alpes.fr/Contenu/LivretJLC2017.pdf (2017) BASE Show details

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