Multimodal Entity Linking on RichpediaMEL 45
74.4Hit@1MSR-MEL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MSR-MELCategory=Unsupervised, Modality=Multimodal (Text+Vision)2026.04 | 74.4 | 87.48 | 89.56 | |
| DWECategory=Supervised, Modality=Multimodal (Text+Vision)2026.04 | 67.6 | 97.1 | 98.6 | |
| OpenMELCategory=Unsupervised, Modality=Multimodal (Text+Vision)2026.04 | 65.6 | 77.4 | 80.4 | |
| M3ELCategory=Supervised, Modality=Multimodal (Text+Vision), Training resource setting=10% labeled data2026.04 | 64.51 | 87.28 | 91.6 | |
| BMCategory=Unsupervised, Modality=Multimodal (Text+Vision)2026.04 | 45.1 | 62.3 | 69.9 | |
| GHMFCCategory=Supervised, Modality=Multimodal (Text+Vision)2026.04 | 38.7 | 50.9 | 58.5 | |
| CLIPCategory=Unsupervised, Modality=Multimodal (Text+Vision)2026.04 | 38.1 | 54.5 | 62.4 | |
| MEL-HICategory=Supervised, Modality=Multimodal (Text+Vision)2026.04 | 34.9 | 43.1 | 50.6 | |
| BERTCategory=Unsupervised, Modality=Text-only2026.04 | 31.6 | 42 | 47.6 | |
| ARNNCategory=Supervised, Modality=Text-only2026.04 | 31.2 | 39.3 | 45.9 |