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Accelerating NMT Batched Beam Decoding with LMBR Posteriors for Deployment

30 April 2018
Gonzalo Iglesias
William Tambellini
Adria de Gispert
Eva Hasler
Bill Byrne
    OffRL
    MoE
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Abstract

We describe a batched beam decoding algorithm for NMT with LMBR n-gram posteriors, showing that LMBR techniques still yield gains on top of the best recently reported results with Transformers. We also discuss acceleration strategies for deployment, and the effect of the beam size and batching on memory and speed.

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