Downstream RAG Utility on Filice et al. Unseen complex
57.99BEMOracle-Router
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oracle-RouterRouting Approach=Oracle2025.06 | 57.99 | 79.78 | |
| FFN_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 36.54 | 57.98 | |
| DeBERTa_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 36.54 | 59.12 | |
| SVMRank_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 36.43 | 53.77 | |
| LambdaMART_listRouting Approach=LTRR-based, Learning Paradigm=Listwise2025.06 | 36.31 | 56.9 | |
| XGBoost_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 36.25 | 60.17 | |
| SVMRank_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 36.24 | 58.99 | |
| Best Standard RAGRouting Approach=Standard2025.06 | 35.95 | 58.12 | |
| MaxSim-RouterRouting Approach=Train-free2025.06 | 35.91 | 58.91 | |
| DeBERTa_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 35.9 | 59.25 | |
| XGBoost_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 35.19 | 57.9 | |
| DeBERTa_listRouting Approach=LTRR-based, Learning Paradigm=Listwise2025.06 | 34.7 | 54.34 | |
| OverallSim-RouterRouting Approach=Train-free2025.06 | 34.58 | 56.68 | |
| AvgSim-RouterRouting Approach=Train-free2025.06 | 34.54 | 58.25 | |
| ListNet_listRouting Approach=LTRR-based, Learning Paradigm=Listwise2025.06 | 33.98 | 58.47 | |
| FFN_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 33.97 | 58.54 | |
| VarSim-RouterRouting Approach=Train-free2025.06 | 32.55 | 56.03 | |
| Moran-RouterRouting Approach=Train-free2025.06 | 32.55 | 55.96 |