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9.22k
Machine Translation
WMT2014 English-French
Transformer Big + MoS
https://arxiv.org/abs/1809.09296v2
Hardware Burden
null
Machine Translation
WMT2014 English-French
Transformer Big + MoS
https://arxiv.org/abs/1809.09296v2
Operations per network pass
null
Machine Translation
WMT2014 English-French
T2R + Pretrain
https://arxiv.org/abs/2103.13076v2
BLEU score
42.1
Machine Translation
WMT2014 English-French
T2R + Pretrain
https://arxiv.org/abs/2103.13076v2
Hardware Burden
null
Machine Translation
WMT2014 English-French
T2R + Pretrain
https://arxiv.org/abs/2103.13076v2
Operations per network pass
null
Machine Translation
WMT2014 English-French
Synthesizer (Random + Vanilla)
https://arxiv.org/abs/2005.00743v3
BLEU score
41.85
Machine Translation
WMT2014 English-French
Synthesizer (Random + Vanilla)
https://arxiv.org/abs/2005.00743v3
Hardware Burden
null
Machine Translation
WMT2014 English-French
Synthesizer (Random + Vanilla)
https://arxiv.org/abs/2005.00743v3
Operations per network pass
null
Machine Translation
WMT2014 English-French
Hardware Aware Transformer
https://arxiv.org/abs/2005.14187v1
BLEU score
41.8
Machine Translation
WMT2014 English-French
Transformer (big) + Relative Position Representations
http://arxiv.org/abs/1803.02155v2
BLEU score
41.5
Machine Translation
WMT2014 English-French
Stack 4-layer RNNSearch + Dual Learning + Deliberation Network
http://papers.nips.cc/paper/6775-deliberation-networks-sequence-generation-beyond-one-pass-decoding
BLEU score
41.5
Machine Translation
WMT2014 English-French
Weighted Transformer (large)
http://arxiv.org/abs/1711.02132v1
BLEU score
41.4
Machine Translation
WMT2014 English-French
Weighted Transformer (large)
http://arxiv.org/abs/1711.02132v1
Hardware Burden
null
Machine Translation
WMT2014 English-French
Weighted Transformer (large)
http://arxiv.org/abs/1711.02132v1
Operations per network pass
null
Machine Translation
WMT2014 English-French
ConvS2S (ensemble)
http://arxiv.org/abs/1705.03122v3
BLEU score
41.3
Machine Translation
WMT2014 English-French
ConvS2S (ensemble)
http://arxiv.org/abs/1705.03122v3
Hardware Burden
null
Machine Translation
WMT2014 English-French
ConvS2S (ensemble)
http://arxiv.org/abs/1705.03122v3
Operations per network pass
null
Machine Translation
WMT2014 English-French
Evolved Transformer Big
https://arxiv.org/abs/1901.11117v4
BLEU score
41.3
Machine Translation
WMT2014 English-French
RNMT+
http://arxiv.org/abs/1804.09849v2
BLEU score
41.0
Machine Translation
WMT2014 English-French
RNMT+
http://arxiv.org/abs/1804.09849v2
Hardware Burden
132G
Machine Translation
WMT2014 English-French
RNMT+
http://arxiv.org/abs/1804.09849v2
Operations per network pass
2.81G
Machine Translation
WMT2014 English-French
Transformer Big
https://arxiv.org/abs/1706.03762v7
BLEU score
41.0
Machine Translation
WMT2014 English-French
Transformer Big
https://arxiv.org/abs/1706.03762v7
Hardware Burden
23G
Machine Translation
WMT2014 English-French
Transformer Big
https://arxiv.org/abs/1706.03762v7
Operations per network pass
2300000000.0G
Machine Translation
WMT2014 English-French
Evolved Transformer Base
https://arxiv.org/abs/1901.11117v4
BLEU score
40.6
Machine Translation
WMT2014 English-French
ResMLP-12
https://arxiv.org/abs/2105.03404v2
BLEU score
40.6
Machine Translation
WMT2014 English-French
MoE
http://arxiv.org/abs/1701.06538v1
BLEU score
40.56
Machine Translation
WMT2014 English-French
MoE
http://arxiv.org/abs/1701.06538v1
Hardware Burden
142G
Machine Translation
WMT2014 English-French
MoE
http://arxiv.org/abs/1701.06538v1
Operations per network pass
null
Machine Translation
WMT2014 English-French
Transformer
https://arxiv.org/abs/1901.11150v2
BLEU score
40.5
Machine Translation
WMT2014 English-French
ConvS2S
http://arxiv.org/abs/1705.03122v3
BLEU score
40.46
Machine Translation
WMT2014 English-French
ConvS2S
http://arxiv.org/abs/1705.03122v3
Hardware Burden
143G
Machine Translation
WMT2014 English-French
ConvS2S
http://arxiv.org/abs/1705.03122v3
Operations per network pass
null
Machine Translation
WMT2014 English-French
ResMLP-6
https://arxiv.org/abs/2105.03404v2
BLEU score
40.3
Machine Translation
WMT2014 English-French
TransformerBase + AutoDropout
https://arxiv.org/abs/2101.01761v1
BLEU score
40
Machine Translation
WMT2014 English-French
TransformerBase + AutoDropout
https://arxiv.org/abs/2101.01761v1
Hardware Burden
null
Machine Translation
WMT2014 English-French
TransformerBase + AutoDropout
https://arxiv.org/abs/2101.01761v1
Operations per network pass
null
Machine Translation
WMT2014 English-French
GNMT+RL
http://arxiv.org/abs/1609.08144v2
BLEU score
39.9
Machine Translation
WMT2014 English-French
GNMT+RL
http://arxiv.org/abs/1609.08144v2
Hardware Burden
279G
Machine Translation
WMT2014 English-French
GNMT+RL
http://arxiv.org/abs/1609.08144v2
Operations per network pass
null
Machine Translation
WMT2014 English-French
Lite Transformer
https://arxiv.org/abs/2004.11886v1
BLEU score
39.6
Machine Translation
WMT2014 English-French
Deep-Att + PosUnk
http://arxiv.org/abs/1606.04199v3
BLEU score
39.2
Machine Translation
WMT2014 English-French
Deep-Att + PosUnk
http://arxiv.org/abs/1606.04199v3
Hardware Burden
119G
Machine Translation
WMT2014 English-French
Deep-Att + PosUnk
http://arxiv.org/abs/1606.04199v3
Operations per network pass
null
Machine Translation
WMT2014 English-French
Rfa-Gate-arccos
https://arxiv.org/abs/2103.02143v2
BLEU score
39.2
Machine Translation
WMT2014 English-French
Rfa-Gate-arccos
https://arxiv.org/abs/2103.02143v2
Hardware Burden
null
Machine Translation
WMT2014 English-French
Rfa-Gate-arccos
https://arxiv.org/abs/2103.02143v2
Operations per network pass
null
Machine Translation
WMT2014 English-French
Transformer Base
https://arxiv.org/abs/1706.03762v7
BLEU score
38.1
Machine Translation
WMT2014 English-French
Transformer Base
https://arxiv.org/abs/1706.03762v7
Hardware Burden
23G
Machine Translation
WMT2014 English-French
Transformer Base
https://arxiv.org/abs/1706.03762v7
Operations per network pass
330000000.0G
Machine Translation
WMT2014 English-French
LSTM6 + PosUnk
http://arxiv.org/abs/1410.8206v4
BLEU score
37.5
Machine Translation
WMT2014 English-French
LSTM6 + PosUnk
http://arxiv.org/abs/1410.8206v4
Hardware Burden
null
Machine Translation
WMT2014 English-French
LSTM6 + PosUnk
http://arxiv.org/abs/1410.8206v4
Operations per network pass
null
Machine Translation
WMT2014 English-French
PBMT
null
BLEU score
37
Machine Translation
WMT2014 English-French
SMT+LSTM5
http://arxiv.org/abs/1409.3215v3
BLEU score
36.5
Machine Translation
WMT2014 English-French
RNN-search50*
http://arxiv.org/abs/1409.0473v7
BLEU score
36.2
Machine Translation
WMT2014 English-French
Deep-Att
http://arxiv.org/abs/1606.04199v3
BLEU score
35.9
Machine Translation
WMT2014 English-French
Deep Convolutional Encoder; single-layer decoder
http://arxiv.org/abs/1611.02344v3
BLEU score
35.7
Machine Translation
WMT2014 English-French
LSTM
http://arxiv.org/abs/1409.3215v3
BLEU score
34.8
Machine Translation
WMT2014 English-French
CSLM + RNN + WP
http://arxiv.org/abs/1406.1078v3
BLEU score
34.54
Machine Translation
WMT2014 English-French
FLAN 137B (zero-shot)
https://arxiv.org/abs/2109.01652v5
BLEU score
33.9
Machine Translation
WMT2014 English-French
FLAN 137B (few-shot, k=9)
https://arxiv.org/abs/2109.01652v5
BLEU score
33.8
Machine Translation
WMT2014 English-French
Regularized LSTM
http://arxiv.org/abs/1409.2329v5
BLEU score
29.03
Machine Translation
WMT2014 English-French
Unsupervised PBSMT
http://arxiv.org/abs/1804.07755v2
BLEU score
28.11
Machine Translation
WMT2014 English-French
Unsupervised PBSMT
http://arxiv.org/abs/1804.07755v2
Hardware Burden
null
Machine Translation
WMT2014 English-French
Unsupervised PBSMT
http://arxiv.org/abs/1804.07755v2
Operations per network pass
null
Machine Translation
WMT2014 English-French
PBSMT + NMT
http://arxiv.org/abs/1804.07755v2
BLEU score
27.6
Machine Translation
WMT2014 English-French
GRU+Attention
http://arxiv.org/abs/1610.08613v2
BLEU score
26.4
Machine Translation
WMT2014 English-French
SMT + iterative backtranslation (unsupervised)
http://arxiv.org/abs/1809.01272v1
BLEU score
26.22
Machine Translation
WMT2014 English-French
Unsupervised NMT + Transformer
http://arxiv.org/abs/1804.07755v2
BLEU score
25.14
Machine Translation
WMT2014 English-French
Unsupervised attentional encoder-decoder + BPE
http://arxiv.org/abs/1710.11041v2
BLEU score
14.36
Machine Translation
WMT2014 English-French
Unsupervised attentional encoder-decoder + BPE
http://arxiv.org/abs/1710.11041v2
Hardware Burden
null
Machine Translation
WMT2014 English-French
Unsupervised attentional encoder-decoder + BPE
http://arxiv.org/abs/1710.11041v2
Operations per network pass
null
Machine Translation > Multimodal Machine Translation
Multi30K
ERNIE-UniX2
https://arxiv.org/abs/2211.04861v1
BLEU (EN-DE)
49.3
Machine Translation > Multimodal Machine Translation
Multi30K
IKD-MMT
https://arxiv.org/abs/2210.04468v2
BLEU (EN-DE)
41.28
Machine Translation > Multimodal Machine Translation
Multi30K
IKD-MMT
https://arxiv.org/abs/2210.04468v2
Meteor (EN-DE)
58.93
Machine Translation > Multimodal Machine Translation
Multi30K
IKD-MMT
https://arxiv.org/abs/2210.04468v2
Meteor (EN-FR)
77.20
Machine Translation > Multimodal Machine Translation
Multi30K
DCCN
https://arxiv.org/abs/2009.02016v1
BLEU (EN-DE)
39.7
Machine Translation > Multimodal Machine Translation
Multi30K
DCCN
https://arxiv.org/abs/2009.02016v1
Meteor (EN-DE)
56.8
Machine Translation > Multimodal Machine Translation
Multi30K
DCCN
https://arxiv.org/abs/2009.02016v1
Meteor (EN-FR)
76.4
Machine Translation > Multimodal Machine Translation
Multi30K
Caglayan
https://arxiv.org/abs/1911.12798v1
BLEU (EN-DE)
39.4
Machine Translation > Multimodal Machine Translation
Multi30K
Caglayan
https://arxiv.org/abs/1911.12798v1
Meteor (EN-DE)
58.7
Machine Translation > Multimodal Machine Translation
Multi30K
Gumbel-Attention MMT
https://arxiv.org/abs/2103.08862v2
BLEU (EN-DE)
39.2
Machine Translation > Multimodal Machine Translation
Multi30K
Gumbel-Attention MMT
https://arxiv.org/abs/2103.08862v2
Meteor (EN-DE)
57.8
Machine Translation > Multimodal Machine Translation
Multi30K
Multimodal Transformer
https://aclanthology.org/2020.acl-main.400
BLEU (EN-DE)
38.7
Machine Translation > Multimodal Machine Translation
Multi30K
Multimodal Transformer
https://aclanthology.org/2020.acl-main.400
Meteor (EN-DE)
55.7
Machine Translation > Multimodal Machine Translation
Multi30K
ImagiT
https://arxiv.org/abs/2009.09654v2
BLEU (EN-DE)
38.4
Machine Translation > Multimodal Machine Translation
Multi30K
ImagiT
https://arxiv.org/abs/2009.09654v2
Meteor (EN-DE)
55.7
Machine Translation > Multimodal Machine Translation
Multi30K
del+obj
https://arxiv.org/abs/1906.07701v1
BLEU (EN-DE)
38
Machine Translation > Multimodal Machine Translation
Multi30K
del+obj
https://arxiv.org/abs/1906.07701v1
Meteor (EN-DE)
55.6
Machine Translation > Multimodal Machine Translation
Multi30K
VMMTF
https://arxiv.org/abs/1811.00357v2
BLEU (EN-DE)
37.6
Machine Translation > Multimodal Machine Translation
Multi30K
VMMTF
https://arxiv.org/abs/1811.00357v2
Meteor (EN-DE)
56.0
Machine Translation > Multimodal Machine Translation
Multi30K
IMGD
http://arxiv.org/abs/1701.06521v1
BLEU (EN-DE)
37.3
Machine Translation > Multimodal Machine Translation
Multi30K
IMGD
http://arxiv.org/abs/1701.06521v1
Meteor (EN-DE)
55.1
Machine Translation > Multimodal Machine Translation
Multi30K
NMTSRC+IMG
http://arxiv.org/abs/1702.01287v1
BLEU (EN-DE)
37.1
Machine Translation > Multimodal Machine Translation
Multi30K
NMTSRC+IMG
http://arxiv.org/abs/1702.01287v1
Meteor (EN-DE)
54.5
Machine Translation > Multimodal Machine Translation
Multi30K
VAG-NMT
http://arxiv.org/abs/1808.08266v2
BLEU (EN-DE)
31.6
Machine Translation > Multimodal Machine Translation
Multi30K
VAG-NMT
http://arxiv.org/abs/1808.08266v2
Meteor (EN-DE)
52.2
Machine Translation > Multimodal Machine Translation
Multi30K
VAG-NMT
http://arxiv.org/abs/1808.08266v2
Meteor (EN-FR)
70.3
Machine Translation > Multimodal Machine Translation
Multi30K
PS-KD
https://arxiv.org/abs/2006.12000v3
BLUE (DE-EN)
32.3