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Simultaneous machine translation (SiMT) outputs the translation while receiving the source inputs, and hence needs to balance the received source information and translated target information to make a reasonable decision between waiting…

计算与语言 · 计算机科学 2022-10-21 Shaolei Zhang , Shoutao Guo , 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. Therefore, the policy determines the number of source…

计算与语言 · 计算机科学 2023-05-30 Shoutao Guo , Shaolei Zhang , Yang Feng

Simultaneous Machine Translation is the task of incrementally translating an input sentence before it is fully available. Currently, simultaneous translation is carried out by translating each sentence independently of the previously…

计算与语言 · 计算机科学 2022-04-01 Javier Iranzo-Sánchez , Jorge Civera , Alfons Juan

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. Beyond accomplishing translation…

计算与语言 · 计算机科学 2024-06-06 Shaolei Zhang , Qingkai Fang , Shoutao Guo , Zhengrui Ma , Min Zhang , Yang Feng

Simultaneous translation (ST) starts translations synchronously while reading source sentences, and is used in many online scenarios. The previous wait-k policy is concise and achieved good results in ST. However, wait-k policy faces two…

计算与语言 · 计算机科学 2020-12-24 Shaolei Zhang , Yang Feng , Liangyou Li

Simultaneous speech-to-text translation (SimulST) translates source-language speech into target-language text concurrently with the speaker's speech, ensuring low latency for better user comprehension. Despite its intended application to…

计算与语言 · 计算机科学 2024-12-25 Sara Papi , Peter Polak , Ondřej Bojar , Dominik Macháček

Speech-to-text translation (ST), which directly translates the source language speech to the target language text, has attracted intensive attention recently. However, the combination of speech recognition and machine translation in a…

计算与语言 · 计算机科学 2022-04-18 Qianqian Dong , Mingxuan Wang , Hao Zhou , Shuang Xu , Bo Xu , Lei Li

Simultaneous Machine Translation (SiMT) generates target translations while reading the source sentence. It relies on a policy to determine the optimal timing for reading sentences and generating translations. Existing SiMT methods…

计算与语言 · 计算机科学 2024-06-13 Shoutao Guo , Shaolei Zhang , Zhengrui Ma , Min Zhang , Yang Feng

Simultaneous speech translation (SimulST) is a demanding task that involves generating translations in real-time while continuously processing speech input. This paper offers a comprehensive overview of the recent developments in SimulST…

声音 · 计算机科学 2024-08-21 Xiaoqian Liu , Guoqiang Hu , Yangfan Du , Erfeng He , Yingfeng Luo , Chen Xu , Tong Xiao , Jingbo Zhu

Simultaneous Machine Translation (SiMT) generates translations while reading the source sentence, necessitating a policy to determine the optimal timing for reading and generating words. Despite the remarkable performance achieved by Large…

计算与语言 · 计算机科学 2024-02-21 Shoutao Guo , Shaolei Zhang , Zhengrui Ma , Min Zhang , Yang Feng

Simultaneous machine translation (SiMT) starts its translation before reading the whole source sentence and employs either fixed or adaptive policy to generate the target sentence. Compared to the fixed policy, the adaptive policy achieves…

计算与语言 · 计算机科学 2022-10-24 Shoutao Guo , Shaolei Zhang , Yang Feng

Simultaneous text translation and end-to-end speech translation have recently made great progress but little work has combined these tasks together. We investigate how to adapt simultaneous text translation methods such as wait-k and…

计算与语言 · 计算机科学 2020-11-05 Xutai Ma , Juan Pino , Philipp Koehn

This paper addresses the problem of simultaneous machine translation (SiMT) by exploring two main concepts: (a) adaptive policies to learn a good trade-off between high translation quality and low latency; and (b) visual information to…

计算与语言 · 计算机科学 2021-02-24 Julia Ive , Andy Mingren Li , Yishu Miao , Ozan Caglayan , Pranava Madhyastha , Lucia Specia

The study of the attention mechanism has sparked interest in many fields, such as language modeling and machine translation. Although its patterns have been exploited to perform different tasks, from neural network understanding to textual…

计算与语言 · 计算机科学 2023-10-19 Sara Papi , Matteo Negri , Marco Turchi

Simultaneous machine translation (SiMT) outputs translation while reading source sentence and hence requires a policy to decide whether to wait for the next source word (READ) or generate a target word (WRITE), the actions of which form a…

计算与语言 · 计算机科学 2022-03-23 Shaolei Zhang , Yang Feng

How to make human-interpreter-like read/write decisions for simultaneous speech translation (SimulST) systems? Current state-of-the-art systems formulate SimulST as a multi-turn dialogue task, requiring specialized interleaved training data…

计算与语言 · 计算机科学 2026-02-02 Haotian Tan , Hiroki Ouchi , Sakriani Sakti

Back Translation (BT) is widely used in the field of machine translation, as it has been proved effective for enhancing translation quality. However, BT mainly improves the translation of inputs that share a similar style (to be more…

计算与语言 · 计算机科学 2023-06-05 Daimeng Wei , Zhanglin Wu , Hengchao Shang , Zongyao Li , Minghan Wang , Jiaxin Guo , Xiaoyu Chen , Zhengzhe Yu , Hao Yang

Streaming speech translation (StreamST) requires determining appropriate timing, known as policy, to generate translations while continuously receiving source speech inputs, balancing low latency with high translation quality. However,…

计算与语言 · 计算机科学 2025-07-15 Shoutao Guo , Xiang Li , Mengge Liu , Wei Chen , Yang Feng

Simultaneous machine translation (SiMT) generates translation before reading the entire source sentence and hence it has to trade off between translation quality and latency. To fulfill the requirements of different translation quality and…

计算与语言 · 计算机科学 2022-03-22 Shaolei Zhang , Yang Feng

End-to-end speech translation (ST), which translates source language speech directly into target language text, has garnered significant attention in recent years. Many ST applications require strict length control to ensure that the…

计算与语言 · 计算机科学 2024-11-13 Midia Yousefi , Yao Qian , Junkun Chen , Gang Wang , Yanqing Liu , Dongmei Wang , Xiaofei Wang , Jian Xue
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