Dual-mode ASR: Unify and Improve Streaming ASR with Full-context Modeling

international conference on learning representations, 2021.

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Dual-mode ASR unifies and improves Streaming ASR with full-context modeling, simplifying the development and deployment workflow and improving both latency and accuracy.

Abstract:

Streaming automatic speech recognition (ASR) aims to emit each hypothesized word as quickly and accurately as possible, while full-context ASR waits for the completion of a full speech utterance before emitting completed hypotheses. In this work, we propose a unified framework, Dual-mode ASR, to train a single end-to-end ASR model with sh...More

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