两篇英文文献关于语音识别
时间: 2023-09-17 11:08:30 浏览: 66
1. "Deep Speech 2: End-to-End Speech Recognition in English and Mandarin" by Dario Amodei, et al. (2016)
This paper presents Deep Speech 2, a deep learning-based approach for end-to-end speech recognition in both English and Mandarin. The authors use a recurrent neural network with bidirectional long short-term memory units for acoustic modeling, and a connectionist temporal classification layer for transcription. The model is trained on a large dataset of speech recordings and achieves state-of-the-art results on several benchmark datasets.
2. "Listen, Attend and Spell" by William Chan, et al. (2016)
This paper proposes the Listen, Attend and Spell (LAS) model for speech recognition, which combines a sequence-to-sequence model with an attention mechanism. The model includes a listener component that encodes the input speech signal, an attention mechanism that focuses on relevant parts of the signal during decoding, and a speller component that generates the transcription. The authors evaluate the model on several datasets and show that it outperforms existing approaches.
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