Downstream RAG Utility on Filice et al. Unseen open-ended
56.01BEMOracle-Router
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Oracle-RouterRouting Approach=Oracle2025.06 | 56.01 | 78.52 | |
| SVMRank_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 36.05 | 57.91 | |
| MaxSim-RouterRouting Approach=Train-free2025.06 | 35.21 | 57.75 | |
| XGBoost_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 35.04 | 59.3 | |
| Best Standard RAGRouting Approach=Standard2025.06 | 34.65 | 57.84 | |
| FFN_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 34.57 | 58.69 | |
| DeBERTa_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 34.45 | 58.51 | |
| AvgSim-RouterRouting Approach=Train-free2025.06 | 34.38 | 57.39 | |
| DeBERTa_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 33.87 | 58.63 | |
| XGBoost_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 33.18 | 58.85 | |
| SVMRank_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 32.84 | 58.85 | |
| OverallSim-RouterRouting Approach=Train-free2025.06 | 32.61 | 56.58 | |
| ListNet_listRouting Approach=LTRR-based, Learning Paradigm=Listwise2025.06 | 32.54 | 58.18 | |
| LambdaMART_listRouting Approach=LTRR-based, Learning Paradigm=Listwise2025.06 | 32.29 | 56.62 | |
| FFN_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 32.11 | 55.29 | |
| VarSim-RouterRouting Approach=Train-free2025.06 | 29.41 | 54.5 | |
| Moran-RouterRouting Approach=Train-free2025.06 | 29.41 | 54.62 | |
| DeBERTa_listRouting Approach=LTRR-based, Learning Paradigm=Listwise2025.06 | 27.36 | 57.51 |