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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 – 4 of 4 1 Investigating the Impact of Gender Representation in ASR Training Data: a Case Study on Librispeech Garnerin, Mahault; Rossato, Solange; Besacier, Laurent In: Proceedings of the 3rd Workshop on Gender Bias in Natural Language Processing ; 3rd Workshop on Gender Bias in Natural Language Processing ; https://hal.univ-grenoble-alpes.fr/hal-03472117 ; 3rd Workshop on Gender Bias in Natural Language Processing, Aug 2021, Online, France. pp.86-92, ⟨10.18653/v1/2021.gebnlp-1.10⟩ (2021) Abstract: International audience ; In this paper we question the impact of gender representation in training data on the performance of an end-to-end ASR system. We create an experiment based on the Librispeech corpus and build 3 different training corpora varying only the proportion of data produced by each gender category. We observe that if our system is overall robust to the gender balance or imbalance in training data, it is nonetheless dependant of the adequacy between the individuals present in the training and testing sets. Keyword: [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; [INFO]Computer Science [cs]; [SHS.GENRE]Humanities and Social Sciences/Gender studies; [SHS.LANGUE]Humanities and Social Sciences/Linguistics; [SHS]Humanities and Social Sciences URL: https://hal.univ-grenoble-alpes.fr/hal-03472117 https://hal.univ-grenoble-alpes.fr/hal-03472117/file/garnerin-etal-camera-ready.pdf https://doi.org/10.18653/v1/2021.gebnlp-1.10 https://hal.univ-grenoble-alpes.fr/hal-03472117/document BASE Hide details 2 « Qui va à la chasse prend sa place. Les chasseresses des femmes puissantes ? » Moïse, Claudine; Balaguer, Guillonne; Garnerin, Mahault In: Séminaire du Mans ; https://hal.archives-ouvertes.fr/hal-03554035 ; Séminaire du Mans, Jun 2021, Le Mans, France (2021) BASE Show details 3 MaSS: A Large and Clean Multilingual Corpus of Sentence-aligned Spoken Utterances Extracted from the Bible Zanon Boito, Marcely; Havard, William,; Garnerin, Mahault... In: Proceedings of The 12th Language Resources and Evaluation Conference ; https://hal.archives-ouvertes.fr/hal-02611059 ; Proceedings of The 12th Language Resources and Evaluation Conference, May 2020, Marseille, France. pp.6486 - 6493 (2020) BASE Show details 4 Gender Representation in Open Source Speech Resources Garnerin, Mahault; Rossato, Solange; Besacier, Laurent In: LREC 2020 proceedings ; 12th Conference on Language Resources and Evaluation (LREC 2020) ; https://halshs.archives-ouvertes.fr/halshs-02899402 ; 12th Conference on Language Resources and Evaluation (LREC 2020), May 2020, Marseille, France. pp.6599-6605 (2020) BASE Show details

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