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Towards Stream Translation: Adaptive Computation Time for Simultaneous Machine Translation
January 2020 • Felix Schneider, Alexander Waibel
Simultaneous machine translation systems rely on a policy to schedule read and write operations in order to begin translating a source sentence before it is complete. In this paper, we demonstrate the use of Adaptive Computation Time (ACT) as an adaptive, learned policy for simultaneous machine translation using the transformer model and as a more numerically stable alternative to Monotonic Infinite Lookback Attention (MILk). We achieve state-of-the-art results in terms of latency-quality tradeoffs. We also propos…
Computer Science
Machine Translation
Artificial Intelligence
Algorithm
Chemistry
Biochemistry