WMT2014 English-French
BLEU score
LightConv
Machine Translation
28.9
WMT2014 English-French
BLEU score
LightConv
Machine Translation
43.1
WMT2014 English-German
BLEU score
DynamicConv
Machine Translation
29.7
WMT2014 English-German
BLEU score
DynamicConv
Machine Translation
43.2
IWSLT2014 German-English
BLEU score
LightConv
Machine Translation
34.8
WMT 2017 English-Chinese
BLEU score
LightConv
Machine Translation
24.3
IWSLT2014 German-English
BLEU score
DynamicConv
Machine Translation
35.2
WMT 2017 English-Chinese
BLEU score
DynamicConv
Machine Translation
24.4
One Billion Word
PPL
DynamicConv
Language Modelling
26.67
CNN / Daily Mail
ROUGE-1
LightConv
Document Summarization
39.52
CNN / Daily Mail
ROUGE-2
LightConv
Document Summarization
15.97
CNN / Daily Mail
ROUGE-L
LightConv
Document Summarization
36.51
CNN / Daily Mail
ROUGE-1
DynamicConv
Document Summarization
39.84
CNN / Daily Mail
ROUGE-2
DynamicConv
Document Summarization
16.25
CNN / Daily Mail
ROUGE-L
DynamicConv
Document Summarization
36.73