Machine Translation on De-En (test)
39.1BLEUSHIFTAET
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SHIFTAETDecoding Time (s)=458, Beam Size=102022.04 | 39.1 | 97.5 | 43.1 | — | — | — | — | |
| POSTALNDecoding Time (s)=399, Beam Size=102022.04 | 39 | 97.2 | 42.7 | — | — | — | — | |
| SHIFTATTDecoding Time (s)=443, Beam Size=102022.04 | 38.7 | 96.6 | 41 | — | — | — | — | |
| Align-VDBADecoding Time (s)=357, Beam Size=102022.04 | 38.6 | 98.6 | 44.5 | — | — | — | — | |
| VDBADecoding Time (s)=293, Beam Size=102022.04 | 38.5 | 98.9 | 44.5 | — | — | — | — | |
| PRIORATTDecoding Time (s)=159, Beam Size=102022.04 | 37.6 | 92.8 | 35 | — | — | — | — | |
| NAIVEATTDecoding Time (s)=147, Beam Size=102022.04 | 36.6 | 86.1 | 28.7 | — | — | — | — | |
| Stage1 + Stage2 Tem.Selection strategy=Proposed Stage 1 (Disambiguation), Stage 2 Model=Template-based LCNMT2023.05 | 36.5 | 83.01 | — | 81.66 | 25.41 | 25.74 | 50.91 | |
| VecConstNMTbeam size=4, alpha=0.8, beta=0.22022.03 | 35.9 | 100 | — | — | — | — | — | |
| TermMindApproach=Data augmentation2023.05 | 35.4 | 79.69 | — | 75.09 | 15.64 | 16.28 | 48.54 | |
| CDAlignbeam size=4, alpha=0.8, beta=0.22022.03 | 35.2 | 96.8 | — | — | — | — | — | |
| VDBAbeam size=4, alpha=0.5, beta=0.52022.03 | 35 | 100 | — | — | — | — | — | |
| Replacebeam size=4, alpha=0.8, beta=0.22022.03 | 34.9 | 93.2 | — | — | — | — | — | |
| Ambiguous Code-SwitchApproach=Synthetic code-switching2023.05 | 34.9 | 75.31 | — | 71.85 | 14.67 | 15.03 | 48.27 | |
| Random + Stage2 Tem.Selection strategy=Random, Stage 2 Model=Template-based LCNMT2023.05 | 34.8 | 56.55 | — | 52.56 | 17.07 | 17.67 | 49.67 | |
| Stage1 + Stage2 Vec.Selection strategy=Proposed Stage 1 (Disambiguation), Stage 2 Model=VecConstNMT2023.05 | 34.8 | 81.63 | — | 76.13 | 15.67 | 15.92 | 49.91 | |
| Most-Fre. + Stage2 Tem.Selection strategy=Most-Frequent, Stage 2 Model=Template-based LCNMT2023.05 | 34.6 | 57.77 | — | 53.79 | 17.29 | 17.46 | 49.54 | |
| Random + Stage2 Vec.Selection strategy=Random, Stage 2 Model=VecConstNMT2023.05 | 34.4 | 46.12 | — | 40.61 | 9.51 | 9.44 | 49.17 | |
| Ambiguous Vec.Selection strategy=All constraints, Stage 2 Model=VecConstNMT2023.05 | 33.9 | 74.71 | — | 52.49 | 11.51 | 11.47 | 45.67 | |
| Most-Fre. + Stage2 Vec.Selection strategy=Most-Frequent, Stage 2 Model=VecConstNMT2023.05 | 33.8 | 47.09 | — | 41.76 | 9.47 | 9.61 | 48.72 | |
| No constraintsDecoding Time (s)=87, Beam Size=102022.04 | 32.9 | 4.6 | 0 | — | — | — | — | |
| Vanillabeam size=4, alpha=0.8, beta=0.22022.03 | 31.7 | 19.2 | — | — | — | — | — | |
| VanillaSelection strategy=N/A, Stage 2 Model=N/A2023.05 | 31.3 | 9.58 | — | 21.83 | 2.36 | 2.56 | 47.56 |