Loading [a11y]/accessibility-menu.js
Chunk Size Scheduling for Optimizing the Quality-Latency Trade-off in Simultaneous Speech Translation | IEEE Conference Publication | IEEE Xplore

Chunk Size Scheduling for Optimizing the Quality-Latency Trade-off in Simultaneous Speech Translation


Abstract:

This study addresses the quality-latency trade-off in simultaneous speech translation (SimulST) by proposing dynamic chunk size scheduling during evaluation. Traditional ...Show More

Abstract:

This study addresses the quality-latency trade-off in simultaneous speech translation (SimulST) by proposing dynamic chunk size scheduling during evaluation. Traditional approaches wait for full speech before the translation begin, leading to delays. SimulST aims for minimal delay and by starting the translation incrementally. The proposed method schedules changes to chunk size during evaluation to gradually reduce predefined chunk size, aiming to maintain trans-lation quality while reducing latency. Evaluation using the MuST-C v2.0 tst-COMMON dataset shows promising results, especially in high latency regimes for English-to-German translations.
Date of Conference: 17-19 October 2024
Date Added to IEEE Xplore: 20 December 2024
ISBN Information:

ISSN Information:

Conference Location: Hsinchu City, Taiwan

Contact IEEE to Subscribe

References

References is not available for this document.