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1
AUTOLEX: An Automatic Framework for Linguistic Exploration ...
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Phoneme Recognition through Fine Tuning of Phonetic Representations: a Case Study on Luhya Language Varieties ...
Abstract: Models pre-trained on multiple languages have shown significant promise for improving speech recognition, particularly for low-resource languages. In this work, we focus on phoneme recognition using Allosaurus, a method for multilingual recognition based on phonetic annotation, which incorporates phonological knowledge through a language-dependent allophone layer that associates a universal narrow phone-set with the phonemes that appear in each language. To evaluate in a challenging real-world scenario, we curate phone recognition datasets for Bukusu and Saamia, two varieties of the Luhya language cluster of western Kenya and eastern Uganda. To our knowledge, these datasets are the first of their kind. We carry out similar experiments on the dataset of an endangered Tangkhulic language, East Tusom, a Tibeto-Burman language variety spoken mostly in India. We explore both zero-shot and few-shot recognition by fine-tuning using datasets of varying sizes (10 to 1000 utterances). We find that fine-tuning of ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2104.01624
https://arxiv.org/abs/2104.01624
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3
Systematic Inequalities in Language Technology Performance across the World's Languages ...
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4
Evaluating the Morphosyntactic Well-formedness of Generated Texts ...
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5
Evaluating the Morphosyntactic Well-formedness of Generated Texts ...
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6
Lexically Aware Semi-Supervised Learning for OCR Post-Correction ...
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7
When is Wall a Pared and when a Muro? -- Extracting Rules Governing Lexical Selection ...
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8
When is Wall a Pared and when a Muro?: Extracting Rules Governing Lexical Selection ...
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9
Lexically-Aware Semi-Supervised Learning for OCR Post-Correction ...
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10
AlloVera: a multilingual allophone database
In: LREC 2020: 12th Language Resources and Evaluation Conference ; https://halshs.archives-ouvertes.fr/halshs-02527046 ; LREC 2020: 12th Language Resources and Evaluation Conference, European Language Resources Association, May 2020, Marseille, France ; https://lrec2020.lrec-conf.org/ (2020)
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11
AlloVera: A Multilingual Allophone Database ...
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12
Automatic Extraction of Rules Governing Morphological Agreement ...
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13
A Summary of the First Workshop on Language Technology for Language Documentation and Revitalization ...
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14
Universal Phone Recognition with a Multilingual Allophone System ...
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15
X-FACTR: Multilingual Factual Knowledge Retrieval from Pretrained Language Models ...
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16
AlloVera: a multilingual allophone database
In: LREC 2020: 12th Language Resources and Evaluation Conference ; https://halshs.archives-ouvertes.fr/halshs-02527046 ; LREC 2020: 12th Language Resources and Evaluation Conference, European Language Resources Association, May 2020, Marseille, France ; https://lrec2020.lrec-conf.org/ (2020)
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17
Generalized Data Augmentation for Low-Resource Translation ...
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18
Pushing the Limits of Low-Resource Morphological Inflection ...
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19
Should All Cross-Lingual Embeddings Speak English? ...
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