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Abstract: Whisper is one of the recent state-of-the-art multilingual speech recognition and translation models, however, it is not designed for real time transcription. In this paper, we build on top of Whisper and create Whisper-Streaming, an implementation of real-time speech transcription and translation of Whisper-like models. Whisper-Streaming uses local agreement policy with self-adaptive latency to enable streaming transcription. We show that Whisper-Streaming achieves high quality and 3.3 seconds latency on unsegmented long-form speech transcription test set, and we demonstrate its robustness and practical usability as a component in live transcription service at a multilingual conference. |
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-Pre-print: https://arxiv.org/abs/2307.14743 |
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+Paper in proceedings: http://www.afnlp.org/conferences/ijcnlp2023/proceedings/main-demo/cdrom/pdf/2023.ijcnlp-demo.3.pdf |
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Demo video: https://player.vimeo.com/video/840442741 |
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[Slides](http://ufallab.ms.mff.cuni.cz/~machacek/pre-prints/AACL23-2.11.2023-Turning-Whisper-oral.pdf) -- 15 minutes oral presentation at IJCNLP-AACL 2023 |
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+Please, cite us. [Bibtex citation](http://www.afnlp.org/conferences/ijcnlp2023/proceedings/main-demo/cdrom/bib/2023.ijcnlp-demo.3.bib): |
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+ |
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+``` |
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+@InProceedings{machacek-dabre-bojar:2023:ijcnlp, |
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+ author = {Macháček, Dominik and Dabre, Raj and Bojar, Ondřej}, |
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+ title = {Turning Whisper into Real-Time Transcription System}, |
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+ booktitle = {System Demonstrations}, |
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+ month = {November}, |
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+ year = {2023}, |
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+ address = {Bali, Indonesia}, |
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+ publisher = {Asian Federation of Natural Language Processing}, |
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+ pages = {17--24}, |
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+} |
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+``` |
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+ |
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## Installation |
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1) ``pip install librosa`` -- audio processing library |
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