Search Results for author: Shoutao Guo

Found 11 papers, 9 papers with code

Decoder-only Streaming Transformer for Simultaneous Translation

1 code implementation6 Jun 2024 Shoutao Guo, Shaolei Zhang, Yang Feng

To achieve good performance, it leverages the relationship between source and target prefixes to exact a policy to guide the generation of translations.

Decoder Machine Translation +1

StreamSpeech: Simultaneous Speech-to-Speech Translation with Multi-task Learning

1 code implementation5 Jun 2024 Shaolei Zhang, Qingkai Fang, Shoutao Guo, Zhengrui Ma, Min Zhang, Yang Feng

Simultaneous speech-to-speech translation (Simul-S2ST, a. k. a streaming speech translation) outputs target speech while receiving streaming speech inputs, which is critical for real-time communication.

 Ranked #1 on de-en on CVSS

Automatic Speech Recognition (ASR) de-en +11

SiLLM: Large Language Models for Simultaneous Machine Translation

1 code implementation20 Feb 2024 Shoutao Guo, Shaolei Zhang, Zhengrui Ma, Min Zhang, Yang Feng

We propose SiLLM, which delegates the two sub-tasks to separate agents, thereby incorporating LLM into SiMT.

Machine Translation Sentence +1

Non-autoregressive Streaming Transformer for Simultaneous Translation

1 code implementation23 Oct 2023 Zhengrui Ma, Shaolei Zhang, Shoutao Guo, Chenze Shao, Min Zhang, Yang Feng

Simultaneous machine translation (SiMT) models are trained to strike a balance between latency and translation quality.

Decoder Machine Translation +1

Simultaneous Machine Translation with Tailored Reference

no code implementations20 Oct 2023 Shoutao Guo, Shaolei Zhang, Yang Feng

Training the model with ground-truth at low latency may introduce forced anticipations, whereas utilizing reference consistent with the source word order at high latency results in performance degradation.

Machine Translation Sentence +1

Glancing Future for Simultaneous Machine Translation

1 code implementation12 Sep 2023 Shoutao Guo, Shaolei Zhang, Yang Feng

Simultaneous machine translation (SiMT) outputs translation while reading the source sentence.

Machine Translation Sentence +1

Learning Optimal Policy for Simultaneous Machine Translation via Binary Search

1 code implementation22 May 2023 Shoutao Guo, Shaolei Zhang, Yang Feng

Simultaneous machine translation (SiMT) starts to output translation while reading the source sentence and needs a precise policy to decide when to output the generated translation.

Machine Translation Sentence +1

Turning Fixed to Adaptive: Integrating Post-Evaluation into Simultaneous Machine Translation

1 code implementation21 Oct 2022 Shoutao Guo, Shaolei Zhang, Yang Feng

Compared to the fixed policy, the adaptive policy achieves better latency-quality tradeoffs by adopting a flexible translation policy.

Machine Translation Sentence +1

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