Query Performance Prediction on TREC DL'19 and DL'20 (2-fold)
41.76AP (τ)QV-R^2-SBERT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| QV-R^2-SBERTBase QPP Model (φ)=NQC, Type=Ours2026.04 | 41.76 | 21.9 | |
| QV-R^2-SBERTBase QPP Model (φ)=UEF, Type=Ours2026.04 | 41.43 | 22.29 | |
| QV-R^1-BM25Base QPP Model (φ)=NQC, Type=Ours2026.04 | 39.71 | 19.6 | |
| QV-R^2-BM25Base QPP Model (φ)=NQC, Type=Ours2026.04 | 39.07 | 19.28 | |
| QV-R^1-BM25Base QPP Model (φ)=UEF, Type=Ours2026.04 | 37.63 | 19.16 | |
| QV-R^2-BM25Base QPP Model (φ)=UEF, Type=Ours2026.04 | 37.35 | 19.5 | |
| BERTQPP-QVType=Supervised2026.04 | 35.37 | 11.46 | |
| QV-R^1-SBERTBase QPP Model (φ)=NQC, Type=Ours2026.04 | 35.06 | 17.69 | |
| QV-R^1-SBERTBase QPP Model (φ)=UEF, Type=Ours2026.04 | 34.4 | 18.2 | |
| BERTQPPType=Supervised2026.04 | 31.18 | 15.1 | |
| QV-RLMBase QPP Model (φ)=NQC, Type=BL2026.04 | 30.38 | 19.16 | |
| QV-RLMBase QPP Model (φ)=UEF, Type=BL2026.04 | 29.45 | 18.63 | |
| QV-W2VBase QPP Model (φ)=NQC, Type=BL2026.04 | 28.8 | 19.2 | |
| QV-W2VBase QPP Model (φ)=UEF, Type=BL2026.04 | 28.17 | 20.2 | |
| UEFBase QPP Model (φ)=UEF, Type=BL2026.04 | 24.95 | 10.43 | |
| NQCBase QPP Model (φ)=NQC, Type=BL2026.04 | 24.68 | 9.78 |