Machine Translation on WMT (test)
28.5En-De ScorePUVR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PUVRTraining Protocol=Supervised, Inference Setting=Image-free (visual hallucination)2023.05 | 28.5 | 33.2 | 39.9 | 33.9 | |
| UVRTraining Protocol=Supervised, Inference Setting=Image-free (visual hallucination)2023.05 | 28.2 | 33.8 | 39.6 | 33.8 | |
| VALHALLATraining Protocol=Supervised, Inference Setting=Image-free (visual hallucination)2023.05 | 28 | — | 40 | — | |
| OursTraining Protocol=Unsupervised, Inference Setting=Image-free (SG-based visual hallucination)2023.05 | 27.8 | 33.1 | 38.1 | 33 | |
| RMMTTraining Protocol=Supervised, Inference Setting=Image-free (visual hallucination)2023.05 | 24.5 | — | 35.3 | — | |
| PVP*Training Protocol=Unsupervised, Inference Setting=Image-free (visual hallucination via phrase-level retrieval)2023.05 | 23.4 | 29.9 | 35 | 29.4 | |
| UMMT*Training Protocol=Unsupervised, Inference Setting=Image-free (visual hallucination via phrase-level retrieval)2023.05 | 20.8 | 27.4 | 32.6 | 26.9 |