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ResearchFormerly WizWand

Machine Translation on NIST MT 06 2006 (test)

49.98BLEUAdvAug
30.043235.219140.39545.5709Aug 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=true2020.0649.98
AdvAugLoss Config.=L_aut + L_adv, Extra corpora=false2020.0649.26
AdvAugLoss Config.=L_clean + L_adv, Extra corpora=false2020.0647.89
Cheng et al.Loss Config.=not elaborated, Extra corpora=false2020.0646.95
AdvAugLoss Config.=L_aut, Extra corpora=false2020.0646.73
Sennrich et al.Loss Config.=not elaborated, Extra corpora=true2020.0646.39
Edunov et al.Loss Config.=not elaborated, Extra corpora=true2020.0646.2
Sato et al.Loss Config.=not elaborated, Extra corpora=false2020.0645.75
Miyato et al.Loss Config.=not elaborated, Extra corpora=false2020.0645.28
AdvAugLoss Config.=L_mixup, Extra corpora=false2020.0645.12
Vaswani et al.Loss Config.=L_clean, Extra corpora=false2020.0644.57
RNNSEARCH + D_RNN# Para.=+0.17M, Speed=1.2K2018.1137.54
RNNSEARCH-COVERAGE + D_RNN + O_CDR# Para.=+1.20M, Speed=0.7K2018.1137.42
RNNSEARCH + D_CNN# Para.=+0.23M, Speed=1.0K2018.1137.36
RNNSEARCH + O_CDR# Para.=+0M, Speed=1.0K2018.1137.34
RNNSEARCH + MRT_BLEU# Para.=+0M, Speed=0.3K2018.1137.22
RNNSEARCH + D_RNN + O_CDR# Para.=+0.17M, Speed=0.8K2018.1136.87
RNNSEARCH-COVERAGE# Para.=+1.03M, Speed=1.2K2018.1136.52
RNNSEARCH + O_BLEU# Para.=+0M, Speed=1.1K2018.1136.21
MemDecType=Attention-based Seq2Seq with external memory2018.0835.98
RNNSEARCH# Para.=86.7M, Speed=1.4K2018.1135.98
Seq2Seq + SACTMechanism=Self-Adaptive Control of Temperature2018.0835.95
RNNSEARCH + O_CHRF3# Para.=+0M, Speed=1.1K2018.1135.95
CoverageType=Attention-based Seq2Seq with coverage model2018.0834.25
Seq2Seq2018.0833.54
RNNSearchType=Attention-based Seq2Seq2018.0831.61
MosesType=Phrase-based translation, Language Model=4-gram2018.0830.81