Multimodal Entity Linking on WikiMEL (test)
88.97Hit@1OT-MEL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OT-MELMethod Type=Discriminative/OT-based2024.06 | 88.97 | — | — | — | |
| OT-MEL (OT)mechanism=Optimal Transport2024.06 | 88.97 | 95.63 | 96.96 | 92.59 | |
| OT-MEL (KD)mechanism=Knowledge Distillation2024.06 | 88.37 | 95.41 | 96.9 | 92.26 | |
| ATTmechanism=Attention2024.06 | 88.2 | 94.87 | 96.52 | 91.93 | |
| MIMIC2024.06 | 87.98 | 95.07 | 96.37 | 91.82 | |
| CLIP2024.06 | 83.23 | 92.1 | 94.51 | 88.23 | |
| GEMELMethod Type=Generative2024.06 | 82.6 | — | — | — | |
| DZMNED2024.06 | 78.82 | 90.02 | 92.62 | 84.97 | |
| ALBEF2024.06 | 78.64 | 88.93 | 91.75 | 84.56 | |
| VELML2024.06 | 76.62 | 88.75 | 91.96 | 83.42 | |
| GHMFC2024.06 | 76.55 | 88.4 | 92.01 | 83.36 | |
| BERT2024.06 | 74.82 | 86.79 | 90.47 | 81.78 | |
| BLINK2024.06 | 74.66 | 86.63 | 90.57 | 81.72 | |
| RoBERTa2024.06 | 73.75 | 85.85 | 89.8 | 80.86 | |
| ViLT2024.06 | 72.64 | 84.51 | 87.86 | 79.46 | |
| METER2024.06 | 72.46 | 84.41 | 88.17 | 79.49 | |
| JMEL2024.06 | 64.65 | 79.99 | 84.34 | 73.39 |