Cross-modal Entity Linking on CMEL
65.5News Micro-AccuracySpec
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SpecFull Name=SpecLink2025.07 | 65.5 | 56.9 | 73.3 | 69.9 | 31.2 | 39.4 | 51.8 | 59.2 | |
| LeiApproach=clustering-based (Leiden)2025.07 | 54.8 | 44.7 | 60.5 | 55.5 | 29.4 | 30.6 | 44.8 | 43.6 | |
| DBApproach=clustering-based (DBSCAN)2025.07 | 53.8 | 45.9 | 60.8 | 58.3 | 29.9 | 34.2 | 45.2 | 46.1 | |
| PRApproach=clustering-based (PageRank)2025.07 | 51.6 | 44.4 | 59.7 | 56.8 | 29.1 | 35.2 | 44.1 | 45.5 | |
| KMApproach=clustering-based (KMeans)2025.07 | 50.5 | 40.6 | 60.7 | 57.7 | 29.6 | 30.5 | 45.2 | 43 | |
| LLMLLM=Qwen2.5-72B-Instruct, MLLM=InternVL2.5-38B-MPO2025.07 | 33.3 | 24.1 | 36.8 | 36.1 | 17.4 | 20.8 | 27.1 | 27 | |
| EmbEmbedding model=stella-en-1.5B-v52025.07 | 10.8 | 8.4 | 33.1 | 34.5 | 9 | 7.5 | 20 | 16.8 |