Entity Linking on ZESHEL (test)
83.11Macro AccuracyLELA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LELAType=true zero-shot, LLM model=Magistral-Small-2509, LLM selection=true2026.01 | 83.11 | 88.69 | 83.04 | 79.64 | 81.05 | |
| GenDeciderType=zero-shot2026.01 | 82.75 | 91.1 | 81.42 | 82.48 | 75.99 | |
| ReSType=zero-shot2026.01 | 81.02 | 88.1 | 78.44 | 81.69 | 75.84 | |
| Bi-MPRType=zero-shot2026.01 | 79.97 | 89.6 | 80.5 | 81.04 | 68.74 | |
| E-repeatType=zero-shot2026.01 | 79.64 | — | — | — | — | |
| Uni-MPRType=zero-shot2026.01 | 78.42 | 87.25 | 78.57 | 80.56 | 67.31 | |
| BLINKType=zero-shot2026.01 | 77.15 | 86.8 | 76.39 | 77.95 | 67.46 | |
| BaselineType=zero-shot2026.01 | 77.05 | — | — | — | — | |
| LELAType=true zero-shot, LLM model=Qwen3-30B-A3B, LLM selection=true2026.01 | 76.79 | 85.69 | 79.14 | 72.68 | 69.65 | |
| BLINKType=true zero-shot2026.01 | 74.27 | 84.11 | 74.45 | 72.22 | 66.3 | |
| ExtEnDType=true zero-shot2026.01 | 69.51 | 79.62 | 65.2 | 73.21 | 60.01 | |
| LELAType=true zero-shot, LLM model=Qwen3-4B, LLM selection=true2026.01 | 68 | 80.08 | 67.93 | 65.28 | 58.69 | |
| OneNetType=true zero-shot2026.01 | 51.08 | 55.8 | 53.8 | 53.9 | 40.8 | |
| GENREType=true zero-shot2026.01 | 47.09 | 55.2 | 42.71 | 55.76 | 34.68 | |
| LELAType=true zero-shot, LLM selection=false2026.01 | 27.15 | 31.23 | 22.1 | 30.56 | 24.7 |