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9.22k
Machine Translation
WMT2014 English-German
Evolved Transformer Base
https://arxiv.org/abs/1901.11117v4
Hardware Burden
2488G
Machine Translation
WMT2014 English-German
Rfa-Gate-arccos
https://arxiv.org/abs/2103.02143v2
BLEU score
28.2
Machine Translation
WMT2014 English-German
Rfa-Gate-arccos
https://arxiv.org/abs/2103.02143v2
Hardware Burden
null
Machine Translation
WMT2014 English-German
Rfa-Gate-arccos
https://arxiv.org/abs/2103.02143v2
Operations per network pass
null
Machine Translation
WMT2014 English-German
Transformer-DRILL Base
https://arxiv.org/abs/1905.05513v2
BLEU score
28.1
Machine Translation
WMT2014 English-German
Transformer-DRILL Base
https://arxiv.org/abs/1905.05513v2
Hardware Burden
null
Machine Translation
WMT2014 English-German
Transformer-DRILL Base
https://arxiv.org/abs/1905.05513v2
Operations per network pass
null
Machine Translation
WMT2014 English-German
AdvAug (mixup)
https://arxiv.org/abs/2006.11834v3
BLEU score
28.08
Machine Translation
WMT2014 English-German
CMLM+LAT+4 iterations
https://arxiv.org/abs/2011.06132v1
BLEU score
27.35
Machine Translation
WMT2014 English-German
CMLM+LAT+4 iterations
https://arxiv.org/abs/2011.06132v1
Hardware Burden
null
Machine Translation
WMT2014 English-German
CMLM+LAT+4 iterations
https://arxiv.org/abs/2011.06132v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
Transformer Base
https://arxiv.org/abs/1706.03762v7
BLEU score
27.3
Machine Translation
WMT2014 English-German
Transformer Base
https://arxiv.org/abs/1706.03762v7
Operations per network pass
330000000.0G
Machine Translation
WMT2014 English-German
Levenshtein Transformer (distillation)
https://arxiv.org/abs/1905.11006v2
BLEU score
27.27
Machine Translation
WMT2014 English-German
DisCo + Mask-Predict (non-autoregressive)
https://proceedings.icml.cc/static/paper_files/icml/2020/477-Paper.pdf
BLEU score
27.06
Machine Translation
WMT2014 English-German
Adaptively Sparse Transformer (alpha-entmax)
https://arxiv.org/abs/1909.00015v2
BLEU score
26.93
Machine Translation
WMT2014 English-German
ResMLP-12
https://arxiv.org/abs/2105.03404v2
BLEU score
26.8
Machine Translation
WMT2014 English-German
CNAT
https://arxiv.org/abs/2103.11405v1
BLEU score
26.6
Machine Translation
WMT2014 English-German
Lite Transformer
https://arxiv.org/abs/2004.11886v1
BLEU score
26.5
Machine Translation
WMT2014 English-German
Lite Transformer
https://arxiv.org/abs/2004.11886v1
Number of Params
17.3M
Machine Translation
WMT2014 English-German
ConvS2S (ensemble)
http://arxiv.org/abs/1705.03122v3
BLEU score
26.4
Machine Translation
WMT2014 English-German
ConvS2S (ensemble)
http://arxiv.org/abs/1705.03122v3
Hardware Burden
54G
Machine Translation
WMT2014 English-German
ConvS2S (ensemble)
http://arxiv.org/abs/1705.03122v3
Operations per network pass
null
Machine Translation
WMT2014 English-German
ResMLP-6
https://arxiv.org/abs/2105.03404v2
BLEU score
26.4
Machine Translation
WMT2014 English-German
Average Attention Network
http://arxiv.org/abs/1805.00631v3
BLEU score
26.31
Machine Translation
WMT2014 English-German
GNMT+RL
http://arxiv.org/abs/1609.08144v2
BLEU score
26.3
Machine Translation
WMT2014 English-German
GNMT+RL
http://arxiv.org/abs/1609.08144v2
Hardware Burden
null
Machine Translation
WMT2014 English-German
GNMT+RL
http://arxiv.org/abs/1609.08144v2
Operations per network pass
null
Machine Translation
WMT2014 English-German
SliceNet
http://arxiv.org/abs/1706.03059v2
BLEU score
26.1
Machine Translation
WMT2014 English-German
SliceNet
http://arxiv.org/abs/1706.03059v2
Hardware Burden
null
Machine Translation
WMT2014 English-German
SliceNet
http://arxiv.org/abs/1706.03059v2
Operations per network pass
null
Machine Translation
WMT2014 English-German
Average Attention Network (w/o FFN)
http://arxiv.org/abs/1805.00631v3
BLEU score
26.05
Machine Translation
WMT2014 English-German
MoE
http://arxiv.org/abs/1701.06538v1
BLEU score
26.03
Machine Translation
WMT2014 English-German
MoE
http://arxiv.org/abs/1701.06538v1
Hardware Burden
24G
Machine Translation
WMT2014 English-German
MoE
http://arxiv.org/abs/1701.06538v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
Average Attention Network (w/o gate)
http://arxiv.org/abs/1805.00631v3
BLEU score
25.91
Machine Translation
WMT2014 English-German
Adaptively Sparse Transformer (1.5-entmax)
https://arxiv.org/abs/1909.00015v2
BLEU score
25.89
Machine Translation
WMT2014 English-German
DenseNMT
http://arxiv.org/abs/1806.00722v2
BLEU score
25.52
Machine Translation
WMT2014 English-German
DenseNMT
http://arxiv.org/abs/1806.00722v2
Hardware Burden
null
Machine Translation
WMT2014 English-German
DenseNMT
http://arxiv.org/abs/1806.00722v2
Operations per network pass
null
Machine Translation
WMT2014 English-German
GLAT
https://arxiv.org/abs/2008.07905v3
BLEU score
25.21
Machine Translation
WMT2014 English-German
CMLM+LAT+1 iterations
https://arxiv.org/abs/2011.06132v1
BLEU score
25.20
Machine Translation
WMT2014 English-German
CMLM+LAT+1 iterations
https://arxiv.org/abs/2011.06132v1
Hardware Burden
null
Machine Translation
WMT2014 English-German
CMLM+LAT+1 iterations
https://arxiv.org/abs/2011.06132v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
ConvS2S
http://arxiv.org/abs/1705.03122v3
BLEU score
25.16
Machine Translation
WMT2014 English-German
ConvS2S
http://arxiv.org/abs/1705.03122v3
Hardware Burden
72G
Machine Translation
WMT2014 English-German
ConvS2S
http://arxiv.org/abs/1705.03122v3
Operations per network pass
null
Machine Translation
WMT2014 English-German
ByteNet
http://arxiv.org/abs/1610.10099v2
BLEU score
23.75
Machine Translation
WMT2014 English-German
ByteNet
http://arxiv.org/abs/1610.10099v2
Hardware Burden
null
Machine Translation
WMT2014 English-German
ByteNet
http://arxiv.org/abs/1610.10099v2
Operations per network pass
null
Machine Translation
WMT2014 English-German
FlowSeq-large (NPD n = 30)
https://arxiv.org/abs/1909.02480v3
BLEU score
23.64
Machine Translation
WMT2014 English-German
FlowSeq-large (NPD n = 30)
https://arxiv.org/abs/1909.02480v3
Hardware Burden
null
Machine Translation
WMT2014 English-German
FlowSeq-large (NPD n = 30)
https://arxiv.org/abs/1909.02480v3
Operations per network pass
null
Machine Translation
WMT2014 English-German
FlowSeq-large (NPD n = 15)
https://arxiv.org/abs/1909.02480v3
BLEU score
23.14
Machine Translation
WMT2014 English-German
FlowSeq-large (NPD n = 15)
https://arxiv.org/abs/1909.02480v3
Hardware Burden
null
Machine Translation
WMT2014 English-German
FlowSeq-large (NPD n = 15)
https://arxiv.org/abs/1909.02480v3
Operations per network pass
null
Machine Translation
WMT2014 English-German
FlowSeq-large (IWD n = 15)
https://arxiv.org/abs/1909.02480v3
BLEU score
22.94
Machine Translation
WMT2014 English-German
FlowSeq-large (IWD n = 15)
https://arxiv.org/abs/1909.02480v3
Hardware Burden
null
Machine Translation
WMT2014 English-German
FlowSeq-large (IWD n = 15)
https://arxiv.org/abs/1909.02480v3
Operations per network pass
null
Machine Translation
WMT2014 English-German
Denoising autoencoders (non-autoregressive)
http://arxiv.org/abs/1802.06901v3
BLEU score
21.54
Machine Translation
WMT2014 English-German
Denoising autoencoders (non-autoregressive)
http://arxiv.org/abs/1802.06901v3
Hardware Burden
null
Machine Translation
WMT2014 English-German
Denoising autoencoders (non-autoregressive)
http://arxiv.org/abs/1802.06901v3
Operations per network pass
null
Machine Translation
WMT2014 English-German
RNN Enc-Dec Att
http://arxiv.org/abs/1508.04025v5
BLEU score
20.9
Machine Translation
WMT2014 English-German
RNN Enc-Dec Att
http://arxiv.org/abs/1508.04025v5
Hardware Burden
null
Machine Translation
WMT2014 English-German
RNN Enc-Dec Att
http://arxiv.org/abs/1508.04025v5
Operations per network pass
null
Machine Translation
WMT2014 English-German
FlowSeq-large
https://arxiv.org/abs/1909.02480v3
BLEU score
20.85
Machine Translation
WMT2014 English-German
FlowSeq-large
https://arxiv.org/abs/1909.02480v3
Hardware Burden
null
Machine Translation
WMT2014 English-German
FlowSeq-large
https://arxiv.org/abs/1909.02480v3
Operations per network pass
null
Machine Translation
WMT2014 English-German
PBMT
null
BLEU score
20.7
Machine Translation
WMT2014 English-German
PBMT
null
Hardware Burden
null
Machine Translation
WMT2014 English-German
PBMT
null
Operations per network pass
null
Machine Translation
WMT2014 English-German
Deep-Att
http://arxiv.org/abs/1606.04199v3
BLEU score
20.7
Machine Translation
WMT2014 English-German
Deep-Att
http://arxiv.org/abs/1606.04199v3
Hardware Burden
119G
Machine Translation
WMT2014 English-German
Deep-Att
http://arxiv.org/abs/1606.04199v3
Operations per network pass
null
Machine Translation
WMT2014 English-German
Phrase Based MT
https://aclanthology.org/W15-3024
BLEU score
20.7
Machine Translation
WMT2014 English-German
Phrase Based MT
https://aclanthology.org/W15-3024
Hardware Burden
null
Machine Translation
WMT2014 English-German
Phrase Based MT
https://aclanthology.org/W15-3024
Operations per network pass
null
Machine Translation
WMT2014 English-German
PBSMT + NMT
http://arxiv.org/abs/1804.07755v2
BLEU score
20.23
Machine Translation
WMT2014 English-German
PBSMT + NMT
http://arxiv.org/abs/1804.07755v2
Hardware Burden
null
Machine Translation
WMT2014 English-German
PBSMT + NMT
http://arxiv.org/abs/1804.07755v2
Operations per network pass
null
Machine Translation
WMT2014 English-German
NAT +FT + NPD
http://arxiv.org/abs/1711.02281v2
BLEU score
19.17
Machine Translation
WMT2014 English-German
NAT +FT + NPD
http://arxiv.org/abs/1711.02281v2
Hardware Burden
null
Machine Translation
WMT2014 English-German
NAT +FT + NPD
http://arxiv.org/abs/1711.02281v2
Operations per network pass
null
Machine Translation
WMT2014 English-German
FlowSeq-base
https://arxiv.org/abs/1909.02480v3
BLEU score
18.55
Machine Translation
WMT2014 English-German
FlowSeq-base
https://arxiv.org/abs/1909.02480v3
Hardware Burden
null
Machine Translation
WMT2014 English-German
FlowSeq-base
https://arxiv.org/abs/1909.02480v3
Operations per network pass
null
Machine Translation
WMT2014 English-German
Seq-KD + Seq-Inter + Word-KD
http://arxiv.org/abs/1606.07947v4
BLEU score
18.5
Machine Translation
WMT2014 English-German
Seq-KD + Seq-Inter + Word-KD
http://arxiv.org/abs/1606.07947v4
Hardware Burden
null
Machine Translation
WMT2014 English-German
Seq-KD + Seq-Inter + Word-KD
http://arxiv.org/abs/1606.07947v4
Operations per network pass
null
Machine Translation
WMT2014 English-German
Unsupervised PBSMT
http://arxiv.org/abs/1804.07755v2
BLEU score
17.94
Machine Translation
WMT2014 English-German
Unsupervised PBSMT
http://arxiv.org/abs/1804.07755v2
Hardware Burden
null
Machine Translation
WMT2014 English-German
Unsupervised PBSMT
http://arxiv.org/abs/1804.07755v2
Operations per network pass
null
Machine Translation
WMT2014 English-German
NSE-NSE
http://arxiv.org/abs/1607.04315v3
BLEU score
17.9
Machine Translation
WMT2014 English-German
NSE-NSE
http://arxiv.org/abs/1607.04315v3
Hardware Burden
null
Machine Translation
WMT2014 English-German
NSE-NSE
http://arxiv.org/abs/1607.04315v3
Operations per network pass
null
Machine Translation
WMT2014 English-German
Unsupervised NMT + Transformer
http://arxiv.org/abs/1804.07755v2
BLEU score
17.16
Machine Translation
WMT2014 English-German
Unsupervised NMT + Transformer
http://arxiv.org/abs/1804.07755v2
Hardware Burden
null
Machine Translation
WMT2014 English-German
Unsupervised NMT + Transformer
http://arxiv.org/abs/1804.07755v2
Operations per network pass
null
Machine Translation
WMT2014 English-German
SMT + iterative backtranslation (unsupervised)
http://arxiv.org/abs/1809.01272v1
BLEU score
14.08
Machine Translation
WMT2014 English-German
SMT + iterative backtranslation (unsupervised)
http://arxiv.org/abs/1809.01272v1
Hardware Burden
null