Multimodal Entity Linking on WikiDiverse 46
69.75HIT@1MSR-MEL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MSR-MELCategory=Unsupervised, Modality=Multimodal (Text+Vision)2026.04 | 69.75 | 84.7 | 88.86 | |
| OpenMELCategory=Unsupervised, Modality=Multimodal (Text+Vision)2026.04 | 67.1 | 82.2 | 85.2 | |
| M3ELCategory=Supervised, Modality=Multimodal (Text+Vision), Training resource setting=10% labeled data2026.04 | 66.36 | 84.31 | 89.71 | |
| DWECategory=Supervised, Modality=Multimodal (Text+Vision)2026.04 | 47.5 | 81.3 | 92 | |
| GHMFCCategory=Supervised, Modality=Multimodal (Text+Vision)2026.04 | 46 | 77.5 | 88.9 | |
| MEL-HICategory=Supervised, Modality=Multimodal (Text+Vision)2026.04 | 45.7 | 76.5 | 88.6 | |
| CLIPCategory=Unsupervised, Modality=Multimodal (Text+Vision)2026.04 | 34.4 | 59.7 | 62.2 | |
| BMCategory=Unsupervised, Modality=Multimodal (Text+Vision)2026.04 | 28.8 | 48.8 | 58.1 | |
| ARNNCategory=Supervised, Modality=Text-only2026.04 | 22.4 | 50.5 | 68.4 | |
| BERTCategory=Unsupervised, Modality=Text-only2026.04 | 22.2 | 53.8 | 59.8 |