General Question Answering on PopQA OOD
45.7Exact Match AccuracySearch-R1
Evaluation Results
| Method | Links | |
|---|---|---|
| Search-R1Backbone=Qwen2.5-7B-Base, Training Protocol=PPO2025.10 | 45.7 | |
| RECONBackbone=Qwen2.5-7B-Base, Training Protocol=PPO, RECON Stage=Stage 1 + Stage 22025.10 | 45.4 | |
| Search-R1Backbone=Qwen2.5-3B-Base, Training Protocol=PPO2025.10 | 43.5 | |
| RECONBackbone=Qwen2.5-3B-Base, Training Protocol=PPO, RECON Stage=Stage 1 + Stage 22025.10 | 42.5 | |
| RECONBackbone=Qwen2.5-7B-Base, Training Protocol=PPO, RECON Stage=Stage 2 Distillation-only2025.10 | 42.1 | |
| RECONBackbone=Qwen2.5-3B-Base, Training Protocol=PPO, RECON Stage=Stage 2 Distillation-only2025.10 | 40.9 | |
| RAG2025.10 | 39.2 | |
| Rejection Sampling2025.10 | 38 | |
| IRCoT2025.10 | 30.1 | |
| R1-base2025.10 | 20.2 | |
| R1-instruct2025.10 | 19.9 | |
| Direct Inference2025.10 | 14 | |
| Search-o12025.10 | 13.1 | |
| SFT2025.10 | 12.1 | |
| CoT2025.10 | 5.4 |