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ResearchFormerly WizWand

Machine Translation on NIST MT 04 2004 (test)

0.5061BLEUAdvAug
0.3348120.3792810.423750.468219Aug 22, 2018Dec 11, 2018Apr 2, 2019Jul 22, 2019Nov 11, 2019Mar 1, 2020Jun 21, 2020
Updated 8mo ago

Evaluation results

MethodLinks
AdvAugLoss Config.=L_aut + L_adv, Extra corpora=true2020.060.5061
AdvAugLoss Config.=L_aut + L_adv, Extra corpora=false2020.060.4886
AdvAugLoss Config.=L_clean + L_adv, Extra corpora=false2020.060.486
Sennrich et al.Loss Config.=not elaborated, Extra corpora=true2020.060.4781
Edunov et al.Loss Config.=not elaborated, Extra corpora=true2020.060.478
AdvAugLoss Config.=L_aut, Extra corpora=false2020.060.4754
Cheng et al.Loss Config.=not elaborated, Extra corpora=false2020.060.4739
AdvAugLoss Config.=L_mixup, Extra corpora=false2020.060.4661
Sato et al.Loss Config.=not elaborated, Extra corpora=false2020.060.4649
Vaswani et al.Loss Config.=L_clean, Extra corpora=false2020.060.462
Miyato et al.Loss Config.=not elaborated, Extra corpora=false2020.060.4599
RNNSEARCH-COVERAGE + D_RNN + O_CDR# Para.=+1.20M, Speed=0.7K2018.110.4198
RNNSEARCH-COVERAGE# Para.=+1.03M, Speed=1.2K2018.110.4109
Seq2Seq + SACTMechanism=Self-Adaptive Control of Temperature2018.080.4048
RNNSEARCH + D_RNN + O_CDR# Para.=+0.17M, Speed=0.8K2018.110.4005
MemDecType=Attention-based Seq2Seq with external memory2018.080.3981
RNNSEARCH + O_CHRF3# Para.=+0M, Speed=1.1K2018.110.398
RNNSEARCH + O_CDR# Para.=+0M, Speed=1.0K2018.110.3952
RNNSEARCH + MRT_BLEU# Para.=+0M, Speed=0.3K2018.110.3941
RNNSEARCH + D_RNN# Para.=+0.17M, Speed=1.2K2018.110.3892
RNNSEARCH + D_CNN# Para.=+0.23M, Speed=1.0K2018.110.3884
RNNSEARCH + O_BLEU# Para.=+0M, Speed=1.1K2018.110.3849
CoverageType=Attention-based Seq2Seq with coverage model2018.080.3834
RNNSEARCH# Para.=86.7M, Speed=1.4K2018.110.3826
Seq2Seq2018.080.3725
RNNSearchType=Attention-based Seq2Seq2018.080.3532
MosesType=Phrase-based translation, Language Model=4-gram2018.080.3414