Question Answering on PopQA (CEM %)
66.3CEM (%)HiPRAG-3B
Evaluation results
| Method | Links | |
|---|---|---|
| HiPRAG-3BModel Size=3B2025.10 | 66.3 | |
| Standard RAG2025.10 | 65.7 | |
| HiPRAG-7BModel Size=7B2025.10 | 63.2 | |
| β-GRPO-step*Reward=β-GRPO's reward, Output Format=HiPRAG's format2025.10 | 61.3 | |
| β-GRPO2025.10 | 60 | |
| R1-Searcher++2025.10 | 59 | |
| Search-o12025.10 | 58.5 | |
| R1-Searcher2025.10 | 58.2 | |
| Search-R1-step*Search Strategy=Search-R1 v0.3, Output Format=HiPRAG's format2025.10 | 57.3 | |
| Search-R12025.10 | 56.5 | |
| IRCoT2025.10 | 42.5 | |
| Direct Inference2025.10 | 40.1 |