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9.22k
Machine Translation
WMT2014 English-German
Data Diversification - Transformer
https://arxiv.org/abs/1911.01986v4
BLEU score
30.7
Machine Translation
WMT2014 English-German
Data Diversification - Transformer
https://arxiv.org/abs/1911.01986v4
Hardware Burden
null
Machine Translation
WMT2014 English-German
Data Diversification - Transformer
https://arxiv.org/abs/1911.01986v4
Operations per network pass
null
Machine Translation
WMT2014 English-German
SimCut
https://arxiv.org/abs/2206.02368v2
BLEU score
30.56
Machine Translation
WMT2014 English-German
Mask Attention Network (big)
https://arxiv.org/abs/2103.13597v1
BLEU score
30.4
Machine Translation
WMT2014 English-German
Mask Attention Network (big)
https://arxiv.org/abs/2103.13597v1
Number of Params
215M
Machine Translation
WMT2014 English-German
Mask Attention Network (big)
https://arxiv.org/abs/2103.13597v1
Hardware Burden
null
Machine Translation
WMT2014 English-German
Mask Attention Network (big)
https://arxiv.org/abs/2103.13597v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
Transformer (ADMIN init)
https://arxiv.org/abs/2008.07772v2
BLEU score
30.1
Machine Translation
WMT2014 English-German
Transformer (ADMIN init)
https://arxiv.org/abs/2008.07772v2
SacreBLEU
29.5
Machine Translation
WMT2014 English-German
Transformer (ADMIN init)
https://arxiv.org/abs/2008.07772v2
Number of Params
256M
Machine Translation
WMT2014 English-German
PowerNorm (Transformer)
https://arxiv.org/abs/2003.07845v2
BLEU score
30.1
Machine Translation
WMT2014 English-German
Depth Growing
https://arxiv.org/abs/1907.01968v1
BLEU score
30.07
Machine Translation
WMT2014 English-German
Depth Growing
https://arxiv.org/abs/1907.01968v1
Hardware Burden
24G
Machine Translation
WMT2014 English-German
Depth Growing
https://arxiv.org/abs/1907.01968v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
MUSE(Parallel Multi-scale Attention)
https://arxiv.org/abs/1911.09483v1
BLEU score
29.9
Machine Translation
WMT2014 English-German
MUSE(Parallel Multi-scale Attention)
https://arxiv.org/abs/1911.09483v1
Hardware Burden
null
Machine Translation
WMT2014 English-German
MUSE(Parallel Multi-scale Attention)
https://arxiv.org/abs/1911.09483v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
Evolved Transformer Big
https://arxiv.org/abs/1901.11117v4
BLEU score
29.8
Machine Translation
WMT2014 English-German
Evolved Transformer Big
https://arxiv.org/abs/1901.11117v4
SacreBLEU
29.2
Machine Translation
WMT2014 English-German
Evolved Transformer Big
https://arxiv.org/abs/1901.11117v4
Number of Params
218M
Machine Translation
WMT2014 English-German
OmniNetP
https://arxiv.org/abs/2103.01075v1
BLEU score
29.8
Machine Translation
WMT2014 English-German
OmniNetP
https://arxiv.org/abs/2103.01075v1
Hardware Burden
null
Machine Translation
WMT2014 English-German
OmniNetP
https://arxiv.org/abs/2103.01075v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
DynamicConv
http://arxiv.org/abs/1901.10430v2
BLEU score
29.7
Machine Translation
WMT2014 English-German
DynamicConv
http://arxiv.org/abs/1901.10430v2
Number of Params
213M
Machine Translation
WMT2014 English-German
Local Joint Self-attention
https://arxiv.org/abs/1905.06596v1
BLEU score
29.7
Machine Translation
WMT2014 English-German
Local Joint Self-attention
https://arxiv.org/abs/1905.06596v1
Hardware Burden
null
Machine Translation
WMT2014 English-German
Local Joint Self-attention
https://arxiv.org/abs/1905.06596v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
TaLK Convolutions
https://arxiv.org/abs/2002.03184v2
BLEU score
29.6
Machine Translation
WMT2014 English-German
TaLK Convolutions
https://arxiv.org/abs/2002.03184v2
Number of Params
209M
Machine Translation
WMT2014 English-German
Transformer Big + MoS
https://arxiv.org/abs/1809.09296v2
BLEU score
29.6
Machine Translation
WMT2014 English-German
Transformer Big + MoS
https://arxiv.org/abs/1809.09296v2
Hardware Burden
null
Machine Translation
WMT2014 English-German
Transformer Big + MoS
https://arxiv.org/abs/1809.09296v2
Operations per network pass
null
Machine Translation
WMT2014 English-German
AdvAug (aut+adv)
https://arxiv.org/abs/2006.11834v3
BLEU score
29.57
Machine Translation
WMT2014 English-German
PartialFormer
https://arxiv.org/abs/2310.14921v2
BLEU score
29.56
Machine Translation
WMT2014 English-German
PartialFormer
https://arxiv.org/abs/2310.14921v2
Number of Params
68M
Machine Translation
WMT2014 English-German
Transformer Big + adversarial MLE
https://arxiv.org/abs/1906.03805v2
BLEU score
29.52
Machine Translation
WMT2014 English-German
Transformer Big + adversarial MLE
https://arxiv.org/abs/1906.03805v2
Hardware Burden
null
Machine Translation
WMT2014 English-German
Transformer Big + adversarial MLE
https://arxiv.org/abs/1906.03805v2
Operations per network pass
null
Machine Translation
WMT2014 English-German
Transformer Big
http://arxiv.org/abs/1806.00187v3
BLEU score
29.3
Machine Translation
WMT2014 English-German
Transformer Big
http://arxiv.org/abs/1806.00187v3
Number of Params
210M
Machine Translation
WMT2014 English-German
Transformer Big
http://arxiv.org/abs/1806.00187v3
Hardware Burden
9G
Machine Translation
WMT2014 English-German
Transformer Big
http://arxiv.org/abs/1806.00187v3
Operations per network pass
null
Machine Translation
WMT2014 English-German
Subformer-xlarge
https://openreview.net/forum?id=6UurSaf08jx
BLEU score
29.3
Machine Translation
WMT2014 English-German
Subformer-xlarge
https://openreview.net/forum?id=6UurSaf08jx
Hardware Burden
null
Machine Translation
WMT2014 English-German
Subformer-xlarge
https://openreview.net/forum?id=6UurSaf08jx
Operations per network pass
null
Machine Translation
WMT2014 English-German
SB-NMT
https://arxiv.org/abs/1905.04847v1
BLEU score
29.21
Machine Translation
WMT2014 English-German
SB-NMT
https://arxiv.org/abs/1905.04847v1
Hardware Burden
null
Machine Translation
WMT2014 English-German
SB-NMT
https://arxiv.org/abs/1905.04847v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
Transformer (big) + Relative Position Representations
http://arxiv.org/abs/1803.02155v2
BLEU score
29.2
Machine Translation
WMT2014 English-German
FLOATER-large
https://arxiv.org/abs/2003.09229v1
BLEU score
29.2
Machine Translation
WMT2014 English-German
FLOATER-large
https://arxiv.org/abs/2003.09229v1
Hardware Burden
null
Machine Translation
WMT2014 English-German
FLOATER-large
https://arxiv.org/abs/2003.09229v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
Local Transformer
http://arxiv.org/abs/1810.10182v1
BLEU score
29.2
Machine Translation
WMT2014 English-German
Local Transformer
http://arxiv.org/abs/1810.10182v1
Hardware Burden
null
Machine Translation
WMT2014 English-German
Local Transformer
http://arxiv.org/abs/1810.10182v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
Transformer Big with FRAGE
https://arxiv.org/abs/1809.06858v2
BLEU score
29.11
Machine Translation
WMT2014 English-German
Transformer Big with FRAGE
https://arxiv.org/abs/1809.06858v2
Hardware Burden
null
Machine Translation
WMT2014 English-German
Transformer Big with FRAGE
https://arxiv.org/abs/1809.06858v2
Operations per network pass
null
Machine Translation
WMT2014 English-German
Mask Attention Network (base)
https://arxiv.org/abs/2103.13597v1
BLEU score
29.1
Machine Translation
WMT2014 English-German
Mask Attention Network (base)
https://arxiv.org/abs/2103.13597v1
Number of Params
63M
Machine Translation
WMT2014 English-German
Mask Attention Network (base)
https://arxiv.org/abs/2103.13597v1
Hardware Burden
null
Machine Translation
WMT2014 English-German
Mask Attention Network (base)
https://arxiv.org/abs/2103.13597v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
Mega
https://arxiv.org/abs/2209.10655v3
BLEU score
29.01
Machine Translation
WMT2014 English-German
Mega
https://arxiv.org/abs/2209.10655v3
SacreBLEU
27.96
Machine Translation
WMT2014 English-German
Mega
https://arxiv.org/abs/2209.10655v3
Number of Params
67M
Machine Translation
WMT2014 English-German
adequacy-oriented NMT
http://arxiv.org/abs/1811.08541v1
BLEU score
28.99
Machine Translation
WMT2014 English-German
adequacy-oriented NMT
http://arxiv.org/abs/1811.08541v1
Hardware Burden
null
Machine Translation
WMT2014 English-German
adequacy-oriented NMT
http://arxiv.org/abs/1811.08541v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
LightConv
http://arxiv.org/abs/1901.10430v2
BLEU score
28.9
Machine Translation
WMT2014 English-German
LightConv
http://arxiv.org/abs/1901.10430v2
Number of Params
202M
Machine Translation
WMT2014 English-German
Weighted Transformer (large)
http://arxiv.org/abs/1711.02132v1
BLEU score
28.9
Machine Translation
WMT2014 English-German
Weighted Transformer (large)
http://arxiv.org/abs/1711.02132v1
Hardware Burden
null
Machine Translation
WMT2014 English-German
Weighted Transformer (large)
http://arxiv.org/abs/1711.02132v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
universal transformer base
http://arxiv.org/abs/1807.03819v3
BLEU score
28.9
Machine Translation
WMT2014 English-German
universal transformer base
http://arxiv.org/abs/1807.03819v3
Hardware Burden
null
Machine Translation
WMT2014 English-German
universal transformer base
http://arxiv.org/abs/1807.03819v3
Operations per network pass
null
Machine Translation
WMT2014 English-German
KERMIT
https://arxiv.org/abs/1906.01604v1
BLEU score
28.7
Machine Translation
WMT2014 English-German
KERMIT
https://arxiv.org/abs/1906.01604v1
Hardware Burden
null
Machine Translation
WMT2014 English-German
KERMIT
https://arxiv.org/abs/1906.01604v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
T2R + Pretrain
https://arxiv.org/abs/2103.13076v2
BLEU score
28.7
Machine Translation
WMT2014 English-German
T2R + Pretrain
https://arxiv.org/abs/2103.13076v2
Hardware Burden
null
Machine Translation
WMT2014 English-German
T2R + Pretrain
https://arxiv.org/abs/2103.13076v2
Operations per network pass
null
Machine Translation
WMT2014 English-German
AdvAug (aut)
https://arxiv.org/abs/2006.11834v3
BLEU score
28.58
Machine Translation
WMT2014 English-German
RNMT+
http://arxiv.org/abs/1804.09849v2
BLEU score
28.5
Machine Translation
WMT2014 English-German
RNMT+
http://arxiv.org/abs/1804.09849v2
Hardware Burden
44G
Machine Translation
WMT2014 English-German
RNMT+
http://arxiv.org/abs/1804.09849v2
Operations per network pass
2.81G
Machine Translation
WMT2014 English-German
Synthesizer (Random + Vanilla)
https://arxiv.org/abs/2005.00743v3
BLEU score
28.47
Machine Translation
WMT2014 English-German
Synthesizer (Random + Vanilla)
https://arxiv.org/abs/2005.00743v3
Hardware Burden
null
Machine Translation
WMT2014 English-German
Synthesizer (Random + Vanilla)
https://arxiv.org/abs/2005.00743v3
Operations per network pass
null
Machine Translation
WMT2014 English-German
Hardware Aware Transformer
https://arxiv.org/abs/2005.14187v1
BLEU score
28.4
Machine Translation
WMT2014 English-German
Hardware Aware Transformer
https://arxiv.org/abs/2005.14187v1
Number of Params
48M
Machine Translation
WMT2014 English-German
Transformer Big
https://arxiv.org/abs/1706.03762v7
BLEU score
28.4
Machine Translation
WMT2014 English-German
Transformer Big
https://arxiv.org/abs/1706.03762v7
Hardware Burden
871G
Machine Translation
WMT2014 English-German
Transformer Big
https://arxiv.org/abs/1706.03762v7
Operations per network pass
2300000000.0G
Machine Translation
WMT2014 English-German
Transformer + SRU
http://arxiv.org/abs/1709.02755v5
BLEU score
28.4
Machine Translation
WMT2014 English-German
Transformer + SRU
http://arxiv.org/abs/1709.02755v5
Hardware Burden
34G
Machine Translation
WMT2014 English-German
Transformer + SRU
http://arxiv.org/abs/1709.02755v5
Operations per network pass
null
Machine Translation
WMT2014 English-German
Evolved Transformer Base
https://arxiv.org/abs/1901.11117v4
BLEU score
28.4