Word Alignment on English-French (test)
4AERMLP word aligner
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MLP word alignerBitext Supervision=Not required, Unsupervised bitext construction=true2021.01 | 4 | — | — | — | |
| Garg et al.Bitext Supervision=Required2021.01 | 5 | — | — | — | |
| SimAlign (CRISS-argmax)Backbone=CRISS, Alignment Mode=argmax, Bitext Supervision=Not required, Unsupervised bitext construction=true2021.01 | 5 | — | — | — | |
| OTTAWABackbone=mBERT2024.06 | 5 | — | — | — | |
| GIZA++Alignment Training Status=Statistical2022.04 | 5.5 | — | — | — | |
| POSTALNAlignment Training Status=With Alignment Training2022.04 | 5.5 | — | — | — | |
| SHIFTAETAlignment Training Status=With Alignment Training2022.04 | 5.6 | — | — | — | |
| SimAlignBackbone=mBERT2024.06 | 6 | — | — | — | |
| PMIAlignBackbone=mBERT2024.06 | 6 | — | — | — | |
| OTBackbone=mBERT2024.06 | 6 | — | — | — | |
| POTBackbone=mBERT2024.06 | 6 | — | — | — | |
| SimAlign (XLM-R-argmax)Backbone=XLM-R, Alignment Mode=argmax, Bitext Supervision=Not required2021.01 | 7 | — | — | — | |
| GIZA++Delay=End2022.04 | 7.3 | — | — | — | |
| SHIFTATTAlignment Training Status=No Alignment Training2022.04 | 7.8 | — | — | — | |
| SimAlign (CRISS-itermax)Backbone=CRISS, Alignment Mode=itermax, Bitext Supervision=Not required, Unsupervised bitext construction=true2021.01 | 8 | — | — | — | |
| GIZA++Bitext Supervision=Required2021.01 | 9 | — | — | — | |
| SimAlign (mBART-argmax)Backbone=mBART, Alignment Mode=argmax, Bitext Supervision=Not required2021.01 | 9 | — | — | — | |
| NNSA EnsembleSymmetrization heuristic=grow-diag-final-and (gdfa), Combination=4 systems2016.06 | 9.7 | 59.3 | 89.9 | 71.4 | |
| POSTALNDelay=02022.04 | 9.9 | — | — | — | |
| Zenkel et al.Bitext Supervision=Required2021.01 | 10 | — | — | — | |
| PRIORATTAlignment Training Status=With Alignment Training2022.04 | 10.1 | — | — | — | |
| NNSASymmetrization heuristic=grow-diag-final-and (gdfa)2016.06 | 10.2 | 60.4 | 88.5 | 71.8 | |
| SHIFTAETDelay=+12022.04 | 10.3 | — | — | — | |
| FastAlignAlignment Training Status=Statistical2022.04 | 10.5 | — | — | — | |
| BaselineSymmetrization heuristic=intersection (inter)2016.06 | 11.4 | 69.6 | 84 | 76.1 | |
| NNSA EnsembleDirection=English-to-French, Combination=4 systems2016.06 | 11.6 | 61.5 | 85.8 | 71.6 | |
| NNSA EnsembleDirection=French-to-English, Combination=4 systems2016.06 | 11.6 | 62.6 | 86.7 | 72.7 | |
| NNSADirection=French-to-English2016.06 | 12.1 | 61.7 | 86.3 | 72 | |
| NNSADirection=English-to-French2016.06 | 13.2 | 64.7 | 80.7 | 71.8 | |
| PRIORATTDelay=02022.04 | 14 | — | — | — | |
| SHIFTATTDelay=+12022.04 | 14.7 | — | — | — | |
| fast_alignBitext Supervision=Required2021.01 | 16 | — | — | — | |
| BaselineDirection=French-to-English2016.06 | 16.2 | 52.9 | 88.4 | 66.2 | |
| FastAlignDelay=End2022.04 | 16.4 | — | — | — | |
| BaselineDirection=English-to-French2016.06 | 16.7 | 49.6 | 89.8 | 63.9 | |
| NAIVEATTAlignment Training Status=No Alignment Training2022.04 | 16.9 | — | — | — | |
| NAIVEATTDelay=02022.04 | 24 | — | — | — |