Re-Ranking on Knowledge Graph candidates
49.9Hit Ratio@3Non-Ranker
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Non-RankerRanker Model Type=Knowledge Graph2025.12 | 49.9 | 5.17 | 21.27 | 20.81 | 66.3 | 8.16 | 20.78 | 20.52 | 87.6 | 16.65 | 20.51 | 2.046 | |
| LLM Re-RankerEvaluation Protocol=SFT-DPO, Candidate Retrieval=Knowledge Graph2025.12 | 48.4 | 4.9 | 20.2 | 20.66 | 64.9 | 8.41 | 20.16 | 20.62 | 87.2 | 16.52 | 20.36 | 0.2056 | |
| LLM Re-RankerEvaluation Protocol=Zero-shot, Candidate Retrieval=Knowledge Graph2025.12 | 46.8 | 4.75 | 19.67 | 20.35 | 62.2 | 7.55 | 18.82 | 19.57 | 81.5 | 13.7 | 16.96 | 0.1804 |