Neural Machine Translation in Linear Time

We present a novel neural network for processing sequences. The ByteNet is a one-dimensional convolutional neural network that is composed of two parts, one to encode the source sequence and the other to decode the target sequence... (read more)

PDF Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Language Modelling enwik8 ByteNet Bit per Character (BPC) 1.31 # 30
Machine Translation WMT2014 English-German ByteNet BLEU score 23.75 # 48
Machine Translation WMT2015 English-German ByteNet BLEU score 26.3 # 1

Methods used in the Paper


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