Entity Linking on WikilinksNED Unseen Mentions
76.8AccuracyBLINK
Evaluation results
| Method | Links | |
|---|---|---|
| BLINKType=classical, Training/Knowledge Source=Training set + Wikipedia2026.01 | 76.8 | |
| BLINKType=classical, Training/Knowledge Source=Wikipedia2026.01 | 75.2 | |
| BLINKType=classical, Training/Knowledge Source=Training set2026.01 | 74.7 | |
| LELAType=true zero-shot, Selection LLM=Qwen3-30B-A3B, Retrieval Method=Dictionary2026.01 | 68.7 | |
| LELAType=true zero-shot, Selection LLM=Magistral-Small-2509, Retrieval Method=Dictionary2026.01 | 68 | |
| LELAType=true zero-shot, Selection LLM=Qwen3-4B, Retrieval Method=Dictionary2026.01 | 67 | |
| ReFinEDType=classical2026.01 | 66.5 | |
| GENREType=classical2026.01 | 63.5 | |
| LELAType=true zero-shot, Selection LLM=Magistral-Small-2509, Retrieval Method=Dense Retrieval2026.01 | 62.8 | |
| ET4ELType=true zero-shot2026.01 | 62.2 | |
| LELAType=true zero-shot, Selection LLM=Qwen3-30B-A3B, Retrieval Method=Dense Retrieval2026.01 | 61.9 | |
| LELAType=true zero-shot, Selection LLM=w/o LLM selection, Retrieval Method=Dictionary2026.01 | 61.9 | |
| LELAType=true zero-shot, Selection LLM=Qwen3-4B, Retrieval Method=Dense Retrieval2026.01 | 59 | |
| LELAType=true zero-shot, Selection LLM=w/o LLM selection, Retrieval Method=Dense Retrieval2026.01 | 54.5 | |
| Most Frequent Entity BaselineType=baseline2026.01 | 54.1 |