Downstream RAG Utility on Unseen multi-aspect
34.01BEMOracle-Router
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oracle-RouterRouting Approach=Oracle2025.06 | 34.01 | 78.02 | |
| LambdaMART_listRouting Approach=LTRR-based, Learning Paradigm=Listwise2025.06 | 19.59 | 58.12 | |
| DeBERTa_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 19.56 | 58.05 | |
| Best Standard RAGRouting Approach=Standard2025.06 | 19.41 | 58.09 | |
| ListNet_listRouting Approach=LTRR-based, Learning Paradigm=Listwise2025.06 | 19.34 | 58.36 | |
| XGBoost_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 19.15 | 59.25 | |
| MaxSim-RouterRouting Approach=Train-free2025.06 | 19.13 | 57.77 | |
| DeBERTa_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 19.11 | 58.47 | |
| XGBoost_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 19.09 | 57.69 | |
| SVMRank_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 18.94 | 58.15 | |
| FFN_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 18.94 | 59.01 | |
| FFN_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 18.92 | 58.72 | |
| SVMRank_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 18.83 | 58.42 | |
| Moran-RouterRouting Approach=Train-free2025.06 | 18.8 | 58.4 | |
| OverallSim-RouterRouting Approach=Train-free2025.06 | 18.74 | 58.35 | |
| VarSim-RouterRouting Approach=Train-free2025.06 | 18.64 | 58.11 | |
| AvgSim-RouterRouting Approach=Train-free2025.06 | 18.55 | 58.71 | |
| DeBERTa_listRouting Approach=LTRR-based, Learning Paradigm=Listwise2025.06 | 18.25 | 59.02 |