SimulMT to SimulST: Adapting Simultaneous Text Translation to End-to-End Simultaneous Speech Translation
November 03, 2020 ยท Declared Dead ยท ๐ AACL
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Authors
Xutai Ma, Juan Pino, Philipp Koehn
arXiv ID
2011.02048
Category
cs.CL: Computation & Language
Citations
105
Venue
AACL
Last Checked
4 months ago
Abstract
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 monotonic multihead attention to end-to-end simultaneous speech translation by introducing a pre-decision module. A detailed analysis is provided on the latency-quality trade-offs of combining fixed and flexible pre-decision with fixed and flexible policies. We also design a novel computation-aware latency metric, adapted from Average Lagging.
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