Home > Search Results: keywords:"simultaneous speech translation|speech translation|speech-to-text translation|machine translation|multilinguality|multi-sourcing|simultaneous interpreting|natural language processing"
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Multi-Source Simultaneous Speech Translation
 Macháček, Dominik ; Bojar, Ondřej (advisor) ; Yvon, Francois (referee) ; Niehues, Jan (referee)
Neural machine translation has the capability to translate from several parallel in- puts into different languages. Current simultaneous speech translation sometimes faces issues with quality, especially when the source is noisy. We investigate the opportunity to use multiple parallel speech signals - the original and simultaneous interpreting - as sources for translation to achieve higher quality. We create an evaluation set ESIC (Europarl Simultaneous Interpreting Corpus). We analyze the challenges of simultane- ous interpreting when used as an additional parallel source. Then, we investigate the robustness of multi-sourcing to transcription errors and assess the reliability of machine translation metrics when evaluating simultaneous speech translation. Last but not least, we implement Whisper-Streaming, a tool that enables real-time processing of large offline speech-to-text models and demonstrates the state of the art. 1
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