Question Answering on TriviaQA (CEM (%))
76.3CEMHiPRAG-7B
Evaluation results
| Method | Links | |
|---|---|---|
| HiPRAG-7BModel Size=7B2025.10 | 76.3 | |
| HiPRAG-3BModel Size=3B2025.10 | 75.5 | |
| β-GRPO2025.10 | 75 | |
| Search-R1-step*Search Strategy=Search-R1 v0.3, Output Format=HiPRAG's format2025.10 | 74.4 | |
| β-GRPO-step*Reward=β-GRPO's reward, Output Format=HiPRAG's format2025.10 | 73.9 | |
| Search-R12025.10 | 73.6 | |
| R1-Searcher++2025.10 | 73.5 | |
| R1-Searcher2025.10 | 73 | |
| Standard RAG2025.10 | 54.7 | |
| Search-o12025.10 | 42.2 | |
| IRCoT2025.10 | 36 | |
| Direct Inference2025.10 | 26.8 |