Multi-Hop Question Answering on MuSiQue (CEM %)
34.1CEM (%)HiPRAG-7B
Evaluation results
| Method | Links | |
|---|---|---|
| HiPRAG-7BModel Size=7B2025.10 | 34.1 | |
| R1-Searcher2025.10 | 32.9 | |
| R1-Searcher++2025.10 | 32.3 | |
| Search-R1-step*Search Strategy=Search-R1 v0.3, Output Format=HiPRAG's format2025.10 | 25.3 | |
| Search-R12025.10 | 24.8 | |
| HiPRAG-3BModel Size=3B2025.10 | 24.1 | |
| β-GRPO2025.10 | 24 | |
| β-GRPO-step*Reward=β-GRPO's reward, Output Format=HiPRAG's format2025.10 | 22.8 | |
| IRCoT2025.10 | 19.4 | |
| Standard RAG2025.10 | 18.5 | |
| Search-o12025.10 | 15.1 | |
| Direct Inference2025.10 | 7.9 |