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- W4296933986 abstract "Speech translation for subtitling (SubST) is the task of automatically translating speech data into well-formed subtitles by inserting subtitle breaks compliant to specific displaying guidelines. Similar to speech translation (ST), model training requires parallel data comprising audio inputs paired with their textual translations. In SubST, however, the text has to be also annotated with subtitle breaks. So far, this requirement has represented a bottleneck for system development, as confirmed by the dearth of publicly available SubST corpora. To fill this gap, we propose a method to convert existing ST corpora into SubST resources without human intervention. We build a segmenter model that automatically segments texts into proper subtitles by exploiting audio and text in a multimodal fashion, achieving high segmentation quality in zero-shot conditions. Comparative experiments with SubST systems respectively trained on manual and automatic segmentations result in similar performance, showing the effectiveness of our approach." @default.
- W4296933986 created "2022-09-24" @default.
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- W4296933986 date "2022-09-21" @default.
- W4296933986 modified "2023-10-18" @default.
- W4296933986 title "Dodging the Data Bottleneck: Automatic Subtitling with Automatically Segmented ST Corpora" @default.
- W4296933986 doi "https://doi.org/10.48550/arxiv.2209.10608" @default.
- W4296933986 hasPublicationYear "2022" @default.
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