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- W2937308178 abstract "The traditional method of pretraining neural acoustic models in low-resource languages consists of initializing the acoustic model parameters with a large, annotated multilingual corpus and can be a drain on time and resources. In an attempt to reuse TDNN-LSTMs already pre-trained using multilingual training, we have applied Teacher-Student (TS) learning as a method of pretraining to transfer knowledge from a multilingual TDNN-LSTM to a TDNN. The pretraining time is reduced by an order of magnitude with the use of language-specific data during the teacher-student training. Additionally, the TS architecture allows us to leverage untranscribed data, previously untouched during supervised training. The best student TDNN achieves a WER within 1% of the teacher TDNN-LSTM performance and shows consistent improvement in recognition over TDNNs trained using the traditional pipeline over all the evaluation languages. Switching to TDNN from TDNN-LSTM also allows sub-real time decoding." @default.
- W2937308178 created "2019-04-25" @default.
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- W2937308178 date "2019-05-01" @default.
- W2937308178 modified "2023-09-24" @default.
- W2937308178 title "Learning from the Best: A Teacher-student Multilingual Framework for Low-resource Languages" @default.
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- W2937308178 doi "https://doi.org/10.1109/icassp.2019.8683491" @default.
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