| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Multi30K (test) | MMT | BLEU-460.6 | 139 | 1mo ago | |
| Multi30k En-De 2017 (test) | VALHALLA (M) | METEOR62.8 | 45 | 1mo ago | |
| Multi30k En-Fr 2017 (test) | Selective Attn + QueryInst | METEOR76.61 | 31 | 1mo ago | |
| Multi30k En-Fr 2016 (test) | Selective Attn + CATR | METEOR Score81.75 | 30 | 1mo ago | |
| MSCOCO EN-FR (test) | Selective Attn + ViT-Tiny | BLEU45.82 | 19 | 1mo ago | |
| EMMT (test) | BLEURT0.6108 | 18 | 1mo ago | ||
| EMMT | FUSION+PROMPT | BLEU Score46.55 | 18 | 1mo ago | |
| MSCOCO Ambiguous EN-DE (test) | IKD-MMT | BLEU30.17 | 13 | 1mo ago | |
| VaTex En-Zh (half of val) | RMMT | BLEU36.43 | 12 | 1mo ago | |
| Multi30k 2016 (test) | FUSION+PROMPT | BLEU44.6 | 11 | 1mo ago | |
| Multi30K 2018 (test) | VL-T5 | BLEU0.395 | 10 | 1mo ago | |
| Fashion-MMT Clean (test) | FUSION | BLEU42.38 | 9 | 1mo ago | |
| Multi30k En-De (MSCOCO) | METEOR56.64 | 9 | 1mo ago | ||
| Multi30k En-Fr (MSCOCO) | Gated Fusion | METEOR Score70.51 | 8 | 1mo ago | |
| CoMMuTE | OmniFusion 14B | COMET (en->ar)80.98 | 6 | 1mo ago | |
| TopicVD (test) | Proposed Method | BLEU30.47 | 5 | 9d ago |
