Multimodal Entity Linking on WikiMEL 45
84.99HIT@1MSR-MEL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MSR-MELCategory=Unsupervised, Modality=Multimodal (Text+Vision)2026.04 | 84.99 | 91.76 | 92.86 | |
| M3ELCategory=Supervised, Modality=Multimodal (Text+Vision), Training resource setting=10% labeled data2026.04 | 76.72 | 90.19 | 93.7 | |
| OpenMELCategory=Unsupervised, Modality=Multimodal (Text+Vision)2026.04 | 69.8 | 81 | 83.4 | |
| DWECategory=Supervised, Modality=Multimodal (Text+Vision)2026.04 | 44.7 | 65.9 | 80.8 | |
| GHMFCCategory=Supervised, Modality=Multimodal (Text+Vision)2026.04 | 43.6 | 64 | 74.4 | |
| CLIPCategory=Unsupervised, Modality=Multimodal (Text+Vision)2026.04 | 40.7 | 56 | 64.6 | |
| MEL-HICategory=Supervised, Modality=Multimodal (Text+Vision)2026.04 | 38.6 | 55.1 | 65.2 | |
| BMCategory=Unsupervised, Modality=Multimodal (Text+Vision)2026.04 | 33.2 | 50.7 | 57.5 | |
| ARNNCategory=Supervised, Modality=Text-only2026.04 | 32 | 45.8 | 56.6 | |
| BERTCategory=Unsupervised, Modality=Text-only2026.04 | 31.7 | 48.8 | 57.8 |