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Sequence-To-Sequence Speech Recognition

5 papers with code · Speech
Subtask of Speech Recognition

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Lingvo: a Modular and Scalable Framework for Sequence-to-Sequence Modeling

21 Feb 2019tensorflow/lingvo

Lingvo is a Tensorflow framework offering a complete solution for collaborative deep learning research, with a particular focus towards sequence-to-sequence models.

SEQUENCE-TO-SEQUENCE SPEECH RECOGNITION

Multimodal Grounding for Sequence-to-Sequence Speech Recognition

9 Nov 2018srvk/how2-dataset

Specifically, in our previous work, we propose a multistep visual adaptive training approach which improves the accuracy of an audio-based Automatic Speech Recognition (ASR) system.

SEQUENCE-TO-SEQUENCE SPEECH RECOGNITION

Syllable-Based Sequence-to-Sequence Speech Recognition with the Transformer in Mandarin Chinese

28 Apr 2018gentaiscool/end2end-asr-pytorch

Furthermore, we investigate a comparison between syllable based model and context-independent phoneme (CI-phoneme) based model with the Transformer in Mandarin Chinese.

LANGUAGE MODELLING MACHINE TRANSLATION SEQUENCE-TO-SEQUENCE SPEECH RECOGNITION

On the Choice of Modeling Unit for Sequence-to-Sequence Speech Recognition

5 Feb 2019colaprograms/speechify

We also investigate model complementarity: we find that we can improve WERs by up to 9% relative by rescoring N-best lists generated from a strong word-piece based baseline with either the phoneme or the grapheme model.

LANGUAGE MODELLING SEQUENCE-TO-SEQUENCE SPEECH RECOGNITION

Sequence-to-Sequence Models Can Directly Translate Foreign Speech

24 Mar 2017colaprograms/speechify

We present a recurrent encoder-decoder deep neural network architecture that directly translates speech in one language into text in another.

MACHINE TRANSLATION SEQUENCE-TO-SEQUENCE SPEECH RECOGNITION