Downstream RAG Utility on Filice (Unseen comparison)
0.5217BEMOracle-Router
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oracle-RouterRouting Approach=Oracle2025.06 | 0.5217 | 0.7831 | |
| SVMRank_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 0.3167 | 0.5779 | |
| MaxSim-RouterRouting Approach=Train-free2025.06 | 0.3161 | 0.5753 | |
| XGBoost_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 0.3094 | 0.5759 | |
| Moran-RouterRouting Approach=Train-free2025.06 | 0.3083 | 0.5535 | |
| DeBERTa_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 0.3083 | 0.5777 | |
| VarSim-RouterRouting Approach=Train-free2025.06 | 0.3082 | 0.5553 | |
| Best Standard RAGRouting Approach=Standard2025.06 | 0.3074 | 0.5723 | |
| XGBoost_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 0.3065 | 0.5698 | |
| DeBERTa_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 0.3064 | 0.5762 | |
| FFN_pointRouting Approach=LTRR-based, Learning Paradigm=Pointwise2025.06 | 0.3039 | 0.565 | |
| ListNet_listRouting Approach=LTRR-based, Learning Paradigm=Listwise2025.06 | 0.3032 | 0.5718 | |
| FFN_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 0.3015 | 0.5814 | |
| DeBERTa_listRouting Approach=LTRR-based, Learning Paradigm=Listwise2025.06 | 0.3005 | 0.5556 | |
| OverallSim-RouterRouting Approach=Train-free2025.06 | 0.3004 | 0.5689 | |
| AvgSim-RouterRouting Approach=Train-free2025.06 | 0.2995 | 0.5724 | |
| SVMRank_pairRouting Approach=LTRR-based, Learning Paradigm=Pairwise2025.06 | 0.2943 | 0.5695 | |
| LambdaMART_listRouting Approach=LTRR-based, Learning Paradigm=Listwise2025.06 | 0.2934 | 0.5483 |