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The NTNU Taiwanese ASR System for Formosa Speech Recognition Challenge 2020 ...
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Effective Decoder Masking for Transformer Based End-to-End Speech Recognition ...
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Abstract:
The attention-based encoder-decoder modeling paradigm has achieved promising results on a variety of speech processing tasks like automatic speech recognition (ASR), text-to-speech (TTS) and among others. This paradigm takes advantage of the generalization ability of neural networks to learn a direct mapping from an input sequence to an output sequence, without recourse to prior knowledge such as audio-text alignments or pronunciation lexicons. However, ASR models stemming from this paradigm are prone to overfitting, especially when the training data is limited. Inspired by SpecAugment and BERT-like masked language modeling, we propose in the paper a decoder masking based training approach for end-to-end (E2E) ASR models. During the training phase we randomly replace some portions of the decoder's historical text input with the symbol [mask], in order to encourage the decoder to robustly output a correct token even when parts of its decoding history are masked or corrupted. The proposed approach is ... : More extensions and experiments are under exploration ...
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Keyword:
Audio and Speech Processing eess.AS; FOS Electrical engineering, electronic engineering, information engineering
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URL: https://arxiv.org/abs/2010.14764
https://dx.doi.org/10.48550/arxiv.2010.14764
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Fuzzy Evaluation Output of Taste Information for Liquor Using Electronic Tongue Based on Cloud Model
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Short-time speaker verification with different speaking style utterances
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In: PLoS One (2020)
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A comprehensive comparison and overview of R packages for calculating sample entropy
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Additional file 1: of Prevalence of and risk factors associated with Cryptosporidium infection in an underdeveloped rural community of southwest China ...
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Additional file 1: of Prevalence of and risk factors associated with Cryptosporidium infection in an underdeveloped rural community of southwest China ...
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Additional file 1: of Spatial transmission and meteorological determinants of tuberculosis incidence in Qinghai Province, China: a spatial clustering panel analysis ...
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Additional file 1: of Spatial transmission and meteorological determinants of tuberculosis incidence in Qinghai Province, China: a spatial clustering panel analysis ...
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