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Improving Speech Recognition for Indic Languages using Language Model. (arXiv:2203.16595v3 [cs.CL] UPDATED)
Web: http://arxiv.org/abs/2203.16595
June 16, 2022, 1:12 a.m. | Ankur Dhuriya, Harveen Singh Chadha, Anirudh Gupta, Priyanshi Shah, Neeraj Chhimwal, Rishabh Gaur, Vivek Raghavan
cs.CL updates on arXiv.org arxiv.org
We study the effect of applying a language model (LM) on the output of
Automatic Speech Recognition (ASR) systems for Indic languages. We fine-tune
wav2vec $2.0$ models for $18$ Indic languages and adjust the results with
language models trained on text derived from a variety of sources. Our findings
demonstrate that the average Character Error Rate (CER) decreases by over $28$
\% and the average Word Error Rate (WER) decreases by about $36$ \% after
decoding with LM. We show …
arxiv language language model model speech speech recognition
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