Entity Linking on ESCO (test)
44.57AccuracyPredict-UNK baseline
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Predict-UNK baselineType=baseline2026.01 | 44.57 | 100 | 0 | |
| LELAType=true zero-shot, Backbone=Qwen3-30B-A3B, Retrieval=BM252026.01 | 39.36 | 39.11 | 39.56 | |
| LELAType=true zero-shot, Backbone=Qwen3-30B-A3B, Retrieval=Dense Retrieval2026.01 | 36.62 | 28.04 | 43.52 | |
| LELAType=true zero-shot, Backbone=Qwen3-4B, Retrieval=BM252026.01 | 29.44 | 14.88 | 41.15 | |
| LELAType=true zero-shot, Backbone=Magistral-Small-2509, Retrieval=Dense Retrieval2026.01 | 26.75 | 5.41 | 43.92 | |
| LELAType=true zero-shot, Backbone=Qwen3-4B, Retrieval=Dense Retrieval2026.01 | 26.59 | 8.36 | 41.25 | |
| LELAType=true zero-shot, Backbone=Magistral-Small-2509, Retrieval=BM252026.01 | 26.21 | 7.26 | 41.44 | |
| BLINK Wiki+ESCOType=classical2026.01 | 23.55 | 1.38 | 41.38 | |
| BLINK WikiType=true zero-shot2026.01 | 23.3 | — | — | |
| GENRE Wiki+ESCOType=classical2026.01 | 11.48 | 1.65 | 19.39 | |
| GENRE WikiType=true zero-shot2026.01 | 6.91 | — | — | |
| TF-IDF baselineType=baseline2026.01 | 2.25 | — | — | |
| Random baselineType=baseline2026.01 | 0.22 | — | — | |
| LELAType=true zero-shot, Selection=none, Retrieval=Dense Retrieval2026.01 | — | — | 35.71 | |
| LELAType=true zero-shot, Selection=none, Retrieval=BM252026.01 | — | — | 34.92 |