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9.22k
Machine Translation
WMT2014 English-German
SMT + iterative backtranslation (unsupervised)
http://arxiv.org/abs/1809.01272v1
Operations per network pass
null
Machine Translation
WMT2014 English-German
Reverse RNN Enc-Dec
http://arxiv.org/abs/1508.04025v5
BLEU score
14.0
Machine Translation
WMT2014 English-German
Reverse RNN Enc-Dec
http://arxiv.org/abs/1508.04025v5
Hardware Burden
null
Machine Translation
WMT2014 English-German
Reverse RNN Enc-Dec
http://arxiv.org/abs/1508.04025v5
Operations per network pass
null
Machine Translation
WMT2014 English-German
RNN Enc-Dec
http://arxiv.org/abs/1508.04025v5
BLEU score
11.3
Machine Translation
WMT2014 English-German
RNN Enc-Dec
http://arxiv.org/abs/1508.04025v5
Hardware Burden
null
Machine Translation
WMT2014 English-German
RNN Enc-Dec
http://arxiv.org/abs/1508.04025v5
Operations per network pass
null
Machine Translation
WMT2014 English-German
MAT
https://arxiv.org/abs/2006.10270v2
SacreBLEU
29.9
Machine Translation
WMT 2022 English-German
Vega-MT
https://arxiv.org/abs/2209.09444v4
SacreBLEU
37.8
Machine Translation
slone/myv_ru_2022 ru-myv
slone/mbart-large-51-mul-myv-v1
https://arxiv.org/abs/2209.09368v1
ChrF++
41.16
Machine Translation
Business Scene Dialogue JA-EN
Transformer-base
https://arxiv.org/abs/2008.01940v1
BLEU
12.88
Machine Translation
WMT 2017 English-Chinese
DynamicConv
http://arxiv.org/abs/1901.10430v2
BLEU score
24.4
Machine Translation
WMT 2017 English-Chinese
LightConv
http://arxiv.org/abs/1901.10430v2
BLEU score
24.3
Machine Translation
WMT 2017 English-Chinese
Hassan et al. (2018)
http://arxiv.org/abs/1803.05567v2
BLEU score
24.2
Machine Translation
IWSLT2017 English-French
Transformer base + BPE-Dropout
https://arxiv.org/abs/1910.13267v2
Cased sacreBLEU
39.83
Machine Translation
IWSLT2017 English-French
NLLB-200
https://arxiv.org/abs/2207.04672v3
SacreBLEU
43
Machine Translation
FLoRes-200
GenTranslate-7B
https://arxiv.org/abs/2402.06894v2
BLEU
38.5
Machine Translation
FLoRes-200
NLLB-3.3B
https://arxiv.org/abs/2207.04672v3
BLEU
37.5
Machine Translation
FLoRes-200
SeamlessM4T-Large-V1
https://arxiv.org/abs/2308.11596v3
BLEU
37.5
Machine Translation
FLoRes-200
BigTranslate
https://arxiv.org/abs/2305.18098v3
BLEU
22.8
Machine Translation
FLoRes-200
ALMA-13B
https://arxiv.org/abs/2309.11674v2
BLEU
18.0
Machine Translation
IWSLT2015 English-Vietnamese
EnViT5 + MTet
https://arxiv.org/abs/2210.05610v2
BLEU
40.2
Machine Translation
IWSLT2015 English-Vietnamese
Tall Transformer with Style-Augmented Training
https://blog.vietai.org/sat/
BLEU
37.8
Machine Translation
IWSLT2015 English-Vietnamese
Transformer+BPE-dropout
https://arxiv.org/abs/1910.13267v2
BLEU
33.27
Machine Translation
IWSLT2015 English-Vietnamese
Transformer+BPE+FixNorm+ScaleNorm
https://arxiv.org/abs/1910.05895v2
BLEU
32.8
Machine Translation
IWSLT2015 English-Vietnamese
Transformer+LayerNorm-simple
https://arxiv.org/abs/1911.07013v1
BLEU
31.4
Machine Translation
IWSLT2015 English-Vietnamese
CVT
http://arxiv.org/abs/1809.08370v1
BLEU
29.6
Machine Translation
IWSLT2015 English-Vietnamese
Self-Adaptive Control of Temperature
http://arxiv.org/abs/1808.07374v2
BLEU
29.12
Machine Translation
IWSLT2015 English-Vietnamese
SAWR
https://arxiv.org/abs/1905.02878v1
BLEU
29.09
Machine Translation
IWSLT2015 English-Vietnamese
DeconvDec
http://arxiv.org/abs/1806.03692v1
BLEU
28.47
Machine Translation
IWSLT2015 English-Vietnamese
LSTM+Attention+Ensemble
https://www.semanticscholar.org/paper/Stanford-Neural-Machine-Translation-Systems-for-Luong-Manning/2826f9dccdcceb113b33ccf2841d488f1419bb30
BLEU
26.4
Machine Translation
FRMT (Chinese - Taiwan)
PaLM 2
https://arxiv.org/abs/2305.10403v3
BLEURT
72.0
Machine Translation
FRMT (Chinese - Taiwan)
PaLM
https://arxiv.org/abs/2305.10403v3
BLEURT
68.6
Machine Translation
FRMT (Chinese - Taiwan)
Google Translate
https://arxiv.org/abs/2305.10403v3
BLEURT
68.5
Machine Translation
WMT2017 Chinese-English
StrokeNet
https://arxiv.org/abs/2211.12781v1
BLEU
26.5
Machine Translation
WMT2017 Chinese-English
T2R + Pretrain
https://arxiv.org/abs/2103.13076v2
BLEU
23.8
Machine Translation
WMT2017 Chinese-English
OmniNetP
https://arxiv.org/abs/2103.01075v1
BLEU
23.0
Machine Translation
WMT2016 English-Romanian
DeLighT
https://arxiv.org/abs/2008.00623v2
BLEU score
34.7
Machine Translation
WMT2016 English-Romanian
CMLM+LAT+4 iterations
https://arxiv.org/abs/2011.06132v1
BLEU score
32.87
Machine Translation
WMT2016 English-Romanian
FlowSeq-large (NPD n = 30)
https://arxiv.org/abs/1909.02480v3
BLEU score
32.35
Machine Translation
WMT2016 English-Romanian
FlowSeq-large (NPD n=15)
https://arxiv.org/abs/1909.02480v3
BLEU score
31.97
Machine Translation
WMT2016 English-Romanian
FlowSeq-large (IWD n = 15)
https://arxiv.org/abs/1909.02480v3
BLEU score
31.08
Machine Translation
WMT2016 English-Romanian
CMLM+LAT+1 iterations
https://arxiv.org/abs/2011.06132v1
BLEU score
30.74
Machine Translation
WMT2016 English-Romanian
ConvS2S BPE40k
http://arxiv.org/abs/1705.03122v3
BLEU score
29.9
Machine Translation
WMT2016 English-Romanian
FlowSeq-large
https://arxiv.org/abs/1909.02480v3
BLEU score
29.86
Machine Translation
WMT2016 English-Romanian
NAT +FT + NPD
http://arxiv.org/abs/1711.02281v2
BLEU score
29.79
Machine Translation
WMT2016 English-Romanian
Denoising autoencoders (non-autoregressive)
http://arxiv.org/abs/1802.06901v3
BLEU score
29.66
Machine Translation
WMT2016 English-Romanian
FlowSeq-base
https://arxiv.org/abs/1909.02480v3
BLEU score
29.26
Machine Translation
WMT2016 English-Romanian
GRU BPE90k
https://aclanthology.org/W16-2320
BLEU score
28.9
Machine Translation
WMT2016 English-Romanian
BiGRU
http://arxiv.org/abs/1606.02891v2
BLEU score
28.1
Machine Translation
WMT2016 English-Romanian
Deep Convolutional Encoder; single-layer decoder
http://arxiv.org/abs/1611.02344v3
BLEU score
27.8
Machine Translation
WMT2016 English-Romanian
BiLSTM
http://arxiv.org/abs/1611.02344v3
BLEU score
27.5
Machine Translation
WMT2016 English-Romanian
PBSMT + NMT
http://arxiv.org/abs/1804.07755v2
BLEU score
25.13
Machine Translation
WMT2016 English-Romanian
Unsupervised PBSMT
http://arxiv.org/abs/1804.07755v2
BLEU score
21.33
Machine Translation
WMT2016 English-Romanian
Unsupervised NMT + Transformer
http://arxiv.org/abs/1804.07755v2
BLEU score
21.18
Machine Translation
WMT2016 English-Romanian
FLAN 137B (few-shot, k=9)
https://arxiv.org/abs/2109.01652v5
BLEU score
20.5
Machine Translation
WMT2016 English-Romanian
FLAN 137B (zero-shot)
https://arxiv.org/abs/2109.01652v5
BLEU score
18.9
Machine Translation
WMT2016 English-Romanian
BART (TextBox 2.0)
https://arxiv.org/abs/2212.13005v1
BLEU-4
37.2
Machine Translation
WMT2014 English-French
Transformer+BT (ADMIN init)
https://arxiv.org/abs/2008.07772v2
BLEU score
46.4
Machine Translation
WMT2014 English-French
Transformer+BT (ADMIN init)
https://arxiv.org/abs/2008.07772v2
SacreBLEU
44.4
Machine Translation
WMT2014 English-French
Noisy back-translation
http://arxiv.org/abs/1808.09381v2
BLEU score
45.6
Machine Translation
WMT2014 English-French
Noisy back-translation
http://arxiv.org/abs/1808.09381v2
SacreBLEU
43.8
Machine Translation
WMT2014 English-French
Noisy back-translation
http://arxiv.org/abs/1808.09381v2
Hardware Burden
180G
Machine Translation
WMT2014 English-French
Noisy back-translation
http://arxiv.org/abs/1808.09381v2
Operations per network pass
null
Machine Translation
WMT2014 English-French
mRASP+Fine-Tune
https://arxiv.org/abs/2010.03142v3
BLEU score
44.3
Machine Translation
WMT2014 English-French
mRASP+Fine-Tune
https://arxiv.org/abs/2010.03142v3
SacreBLEU
41.7
Machine Translation
WMT2014 English-French
mRASP+Fine-Tune
https://arxiv.org/abs/2010.03142v3
Hardware Burden
null
Machine Translation
WMT2014 English-French
mRASP+Fine-Tune
https://arxiv.org/abs/2010.03142v3
Operations per network pass
null
Machine Translation
WMT2014 English-French
Transformer + R-Drop
https://arxiv.org/abs/2106.14448v2
BLEU score
43.95
Machine Translation
WMT2014 English-French
Transformer + R-Drop
https://arxiv.org/abs/2106.14448v2
Hardware Burden
null
Machine Translation
WMT2014 English-French
Transformer + R-Drop
https://arxiv.org/abs/2106.14448v2
Operations per network pass
null
Machine Translation
WMT2014 English-French
Transformer (ADMIN init)
https://arxiv.org/abs/2008.07772v2
BLEU score
43.8
Machine Translation
WMT2014 English-French
Transformer (ADMIN init)
https://arxiv.org/abs/2008.07772v2
SacreBLEU
41.8
Machine Translation
WMT2014 English-French
Admin
https://arxiv.org/abs/2004.08249v3
BLEU score
43.8
Machine Translation
WMT2014 English-French
Admin
https://arxiv.org/abs/2004.08249v3
Hardware Burden
null
Machine Translation
WMT2014 English-French
Admin
https://arxiv.org/abs/2004.08249v3
Operations per network pass
null
Machine Translation
WMT2014 English-French
BERT-fused NMT
https://arxiv.org/abs/2002.06823v1
BLEU score
43.78
Machine Translation
WMT2014 English-French
MUSE(Paralllel Multi-scale Attention)
https://arxiv.org/abs/1911.09483v1
BLEU score
43.5
Machine Translation
WMT2014 English-French
MUSE(Paralllel Multi-scale Attention)
https://arxiv.org/abs/1911.09483v1
Hardware Burden
null
Machine Translation
WMT2014 English-French
MUSE(Paralllel Multi-scale Attention)
https://arxiv.org/abs/1911.09483v1
Operations per network pass
null
Machine Translation
WMT2014 English-French
T5
https://arxiv.org/abs/1910.10683v4
BLEU score
43.4
Machine Translation
WMT2014 English-French
Local Joint Self-attention
https://arxiv.org/abs/1905.06596v1
BLEU score
43.3
Machine Translation
WMT2014 English-French
Local Joint Self-attention
https://arxiv.org/abs/1905.06596v1
Hardware Burden
null
Machine Translation
WMT2014 English-French
Local Joint Self-attention
https://arxiv.org/abs/1905.06596v1
Operations per network pass
null
Machine Translation
WMT2014 English-French
Depth Growing
https://arxiv.org/abs/1907.01968v1
BLEU score
43.27
Machine Translation
WMT2014 English-French
Depth Growing
https://arxiv.org/abs/1907.01968v1
Hardware Burden
24G
Machine Translation
WMT2014 English-French
Depth Growing
https://arxiv.org/abs/1907.01968v1
Operations per network pass
null
Machine Translation
WMT2014 English-French
Transformer Big
http://arxiv.org/abs/1806.00187v3
BLEU score
43.2
Machine Translation
WMT2014 English-French
Transformer Big
http://arxiv.org/abs/1806.00187v3
Hardware Burden
55G
Machine Translation
WMT2014 English-French
Transformer Big
http://arxiv.org/abs/1806.00187v3
Operations per network pass
null
Machine Translation
WMT2014 English-French
DynamicConv
http://arxiv.org/abs/1901.10430v2
BLEU score
43.2
Machine Translation
WMT2014 English-French
TaLK Convolutions
https://arxiv.org/abs/2002.03184v2
BLEU score
43.2
Machine Translation
WMT2014 English-French
LightConv
http://arxiv.org/abs/1901.10430v2
BLEU score
43.1
Machine Translation
WMT2014 English-French
FLOATER-large
https://arxiv.org/abs/2003.09229v1
BLEU score
42.7
Machine Translation
WMT2014 English-French
FLOATER-large
https://arxiv.org/abs/2003.09229v1
Hardware Burden
null
Machine Translation
WMT2014 English-French
FLOATER-large
https://arxiv.org/abs/2003.09229v1
Operations per network pass
null
Machine Translation
WMT2014 English-French
OmniNetP
https://arxiv.org/abs/2103.01075v1
BLEU score
42.6
Machine Translation
WMT2014 English-French
OmniNetP
https://arxiv.org/abs/2103.01075v1
Hardware Burden
null
Machine Translation
WMT2014 English-French
OmniNetP
https://arxiv.org/abs/2103.01075v1
Operations per network pass
null
Machine Translation
WMT2014 English-French
Transformer Big + MoS
https://arxiv.org/abs/1809.09296v2
BLEU score
42.1