Context Prioritization on Average QASPER, Contract-NLI, FinQA, PrivacyQA, CUAD, MAUD
94RecallMETEORA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| METEORAVariant=w/o Verifier2025.05 | 94 | 17 | |
| METEORA2025.05 | 93 | 19 | |
| METEORAVariant=w/o Expansion2025.05 | 89 | 23 | |
| METEORAVariant=w/o DPO2025.05 | 88 | 18 | |
| Cross-EncoderBackbone=BGE-Reranker-Large2025.05 | 82 | 18 | |
| SBERTBackbone=MiniLM-L4-v22025.05 | 81 | 19 | |
| SBERTBackbone=E5-Large-v22025.05 | 80 | 18 | |
| Contriever2025.05 | 80 | 17 | |
| Cross-EncoderBackbone=MiniLM-L4-v22025.05 | 80 | 18 | |
| Finetuned-SBERT2025.05 | 79 | 18 | |
| RankLLaMAParameters=7b2025.05 | 69 | 12 | |
| RankRAGParameters=8b2025.05 | 68 | 13 |