Word Alignment on RWTH Gold Alignment de-en (test)
0.15AERMLP word aligner
Evaluation Results
| Method | Links | |
|---|---|---|
| MLP word alignerBitext Supervision=Not required, Unsupervised bitext construction=true2021.01 | 0.15 | |
| Garg et al.Bitext Supervision=Required2021.01 | 0.16 | |
| SimAlign (CRISS-argmax)Backbone=CRISS, Alignment Mode=argmax, Bitext Supervision=Not required, Unsupervised bitext construction=true2021.01 | 0.17 | |
| SimAlign (CRISS-itermax)Backbone=CRISS, Alignment Mode=itermax, Bitext Supervision=Not required, Unsupervised bitext construction=true2021.01 | 0.18 | |
| SimAlign (XLM-R-argmax)Backbone=XLM-R, Alignment Mode=argmax, Bitext Supervision=Not required2021.01 | 0.19 | |
| SimAlign (mBART-argmax)Backbone=mBART, Alignment Mode=argmax, Bitext Supervision=Not required2021.01 | 0.2 | |
| Zenkel et al.Bitext Supervision=Required2021.01 | 0.21 | |
| GIZA++Bitext Supervision=Required2021.01 | 0.22 | |
| fast_alignBitext Supervision=Required2021.01 | 0.3 | |
| LATIM (l2)Model=Mamba-1, Size=370M (Large)2025.02 | 0.44 | |
| LATIM (l2)Model=Mamba-1, Size=130M (Small)2025.02 | 0.46 | |
| MambaLRPModel=Mamba-1, Size=370M (Large)2025.02 | 0.47 | |
| LATIM (l2)Model=Mamba-2, Size=130M (Small)2025.02 | 0.49 | |
| MambaLRPModel=Mamba-1, Size=130M (Small)2025.02 | 0.5 | |
| LATIM (ALTI)Model=Mamba-2, Size=130M (Small)2025.02 | 0.51 | |
| LATIM (ALTI)Model=Mamba-2, Size=370M (Large)2025.02 | 0.51 | |
| LATIM (l2)Model=Mamba-2, Size=370M (Large)2025.02 | 0.52 | |
| LATIM (ALTI)Model=Mamba-1, Size=370M (Large)2025.02 | 0.54 | |
| LATIM (ALTI)Model=Mamba-1, Size=130M (Small)2025.02 | 0.55 | |
| LATIM (ALTI-Logit)Model=Mamba-2, Size=130M (Small)2025.02 | 0.63 | |
| LATIM (ALTI-Logit)Model=Mamba-1, Size=130M (Small)2025.02 | 0.68 | |
| LATIM (ALTI-Logit)Model=Mamba-1, Size=370M (Large)2025.02 | 0.69 | |
| LATIM (ALTI-Logit)Model=Mamba-2, Size=370M (Large)2025.02 | 0.69 | |
| Mamba-AttributionModel=Mamba-2, Size=370M (Large)2025.02 | 0.7 | |
| Mamba-AttributionModel=Mamba-2, Size=130M (Small)2025.02 | 0.78 | |
| Mamba-AttentionModel=Mamba-1, Size=130M (Small)2025.02 | 0.84 | |
| Mamba-AttentionModel=Mamba-2, Size=130M (Small)2025.02 | 0.84 | |
| Mamba-AttentionModel=Mamba-1, Size=370M (Large)2025.02 | 0.85 | |
| Mamba-AttentionModel=Mamba-2, Size=370M (Large)2025.02 | 0.85 | |
| Mamba-AttributionModel=Mamba-1, Size=130M (Small)2025.02 | 0.86 | |
| Mamba-AttributionModel=Mamba-1, Size=370M (Large)2025.02 | 0.87 |