Machine Translation (Chinese-to-English) on NIST MT-05 2005
50.72BLEUAdvAug
Evaluation Results
| Method | Links | |
|---|---|---|
| AdvAugLoss Config.=L_aut + L_adv, Extra corpora=true2020.06 | 50.72 | |
| AdvAugLoss Config.=L_aut + L_adv, Extra corpora=false2020.06 | 49.88 | |
| AdvAugLoss Config.=L_clean + L_adv, Extra corpora=false2020.06 | 48.76 | |
| AdvAugLoss Config.=L_aut, Extra corpora=false2020.06 | 46.88 | |
| Edunov et al.Loss Config.=not elaborated, Extra corpora=true2020.06 | 46.81 | |
| Cheng et al.Loss Config.=not elaborated, Extra corpora=false2020.06 | 46.58 | |
| AdvAugLoss Config.=L_mixup, Extra corpora=false2020.06 | 46.08 | |
| Sato et al.Loss Config.=not elaborated, Extra corpora=false2020.06 | 45.88 | |
| Sennrich et al.Loss Config.=not elaborated, Extra corpora=true2020.06 | 45.69 | |
| Miyato et al.Loss Config.=not elaborated, Extra corpora=false2020.06 | 45.32 | |
| Vaswani et al.Loss Config.=L_clean, Extra corpora=false2020.06 | 44.96 | |
| RNNSEARCH-COVERAGE + D_RNN + O_CDR# Para.=+1.20M, Speed=0.7K2018.11 | 39.39 | |
| RNNSEARCH-COVERAGE# Para.=+1.03M, Speed=1.2K2018.11 | 38.73 | |
| SAWRsyntax-integrated=true2019.05 | 38.27 | |
| Tree-RNNsyntax-integrated=true2019.05 | 37.86 | |
| Tree-Linearizationsyntax-integrated=true2019.05 | 37.64 | |
| RNNSEARCH + D_RNN + O_CDR# Para.=+0.17M, Speed=0.8K2018.11 | 37.58 | |
| RNNSEARCH + O_CDR# Para.=+0M, Speed=1.0K2018.11 | 36.86 | |
| Seq2Seq + SACTMechanism=Self-Adaptive Control of Temperature2018.08 | 36.81 | |
| RNNSEARCH + MRT_BLEU# Para.=+0M, Speed=0.3K2018.11 | 36.78 | |
| Seq2Seq+Attention+DeconvDec2018.06 | 36.77 | |
| RNNSEARCH + O_BLEU# Para.=+0M, Speed=1.1K2018.11 | 36.62 | |
| RNNSEARCH + O_CHRF3# Para.=+0M, Speed=1.1K2018.11 | 36.57 | |
| Baseline2019.05 | 36.26 | |
| RNNSEARCH + D_RNN# Para.=+0.17M, Speed=1.2K2018.11 | 36.13 | |
| RNNSEARCH + D_CNN# Para.=+0.23M, Speed=1.0K2018.11 | 35.97 | |
| MemDec2018.06 | 35.91 | |
| MemDecType=Attention-based Seq2Seq with external memory2018.08 | 35.91 | |
| RNNSEARCH# Para.=86.7M, Speed=1.4K2018.11 | 35.88 | |
| InterAtten2018.06 | 35.53 | |
| Li et al. (2017)2019.05 | 35.5 | |
| Coverage2018.06 | 34.91 | |
| CoverageType=Attention-based Seq2Seq with coverage model2018.08 | 34.91 | |
| Chen et al. (2017a)2019.05 | 34.35 | |
| Chen et al. (2017b)2019.05 | 34.18 | |
| Seq2Seq+Attention2018.06 | 33.52 | |
| Seq2Seq2018.08 | 33.52 | |
| Lattice2018.06 | 32.4 | |
| Moses2018.06 | 31.47 | |
| MosesType=Phrase-based translation, Language Model=4-gram2018.08 | 31.47 | |
| RNNSearch2018.06 | 31.42 | |
| RNNSearchType=Attention-based Seq2Seq2018.08 | 31.42 |