Downstream RAG Utility on Filice Balanced
57.53BEMOracle-Router
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oracle-RouterRouting Approach=Oracle2025.06 | 57.53 | 79.48 | |
| SVMRank_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 36.57 | 53.29 | |
| DeBERTa_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 36.34 | 58.88 | |
| XGBoost_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 36.26 | 59 | |
| MaxSim-RouterRouting Approach=Train-free2025.06 | 36.23 | 58.72 | |
| DeBERTa_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 36.04 | 58.84 | |
| Best Standard RAGRouting Approach=Standard2025.06 | 35.99 | 57.76 | |
| FFN_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 35.75 | 58.31 | |
| SVMRank_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 35.48 | 59.03 | |
| AvgSim-RouterRouting Approach=Train-free2025.06 | 35.42 | 58.55 | |
| ListNet_listRouting Approach=LTRR-based, Learning Paradigm=Listwise2025.06 | 35.3 | 58.48 | |
| FFN_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 35.28 | 57.6 | |
| OverallSim-RouterRouting Approach=Train-free2025.06 | 34.74 | 57.22 | |
| LambdaMART_listRouting Approach=LTRR-based, Learning Paradigm=Listwise2025.06 | 34.5 | 58.02 | |
| XGBoost_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 34.44 | 57.6 | |
| VarSim-RouterRouting Approach=Train-free2025.06 | 33.07 | 55.93 | |
| Moran-RouterRouting Approach=Train-free2025.06 | 33.04 | 56.03 | |
| DeBERTa_listRouting Approach=LTRR-based, Learning Paradigm=Listwise2025.06 | 32.35 | 58.29 |