General Question Answering on TriviaQA OOD
67.5Exact Match AccuracyRECON
Evaluation results
| Method | Links | |
|---|---|---|
| RECONBackbone=Qwen2.5-7B-Base, Training Protocol=PPO, RECON Stage=Stage 1 + Stage 22025.10 | 67.5 | |
| Search-R1Backbone=Qwen2.5-7B-Base, Training Protocol=PPO2025.10 | 63.8 | |
| RECONBackbone=Qwen2.5-3B-Base, Training Protocol=PPO, RECON Stage=Stage 1 + Stage 22025.10 | 61.2 | |
| Rejection Sampling2025.10 | 59.2 | |
| Search-R1Backbone=Qwen2.5-3B-Base, Training Protocol=PPO2025.10 | 58.7 | |
| RAG2025.10 | 58.5 | |
| RECONBackbone=Qwen2.5-3B-Base, Training Protocol=PPO, RECON Stage=Stage 2 Distillation-only2025.10 | 57.5 | |
| RECONBackbone=Qwen2.5-7B-Base, Training Protocol=PPO, RECON Stage=Stage 2 Distillation-only2025.10 | 55.6 | |
| R1-base2025.10 | 53.9 | |
| R1-instruct2025.10 | 53.7 | |
| IRCoT2025.10 | 47.8 | |
| Search-o12025.10 | 44.3 | |
| Direct Inference2025.10 | 40.8 | |
| SFT2025.10 | 35.4 | |
| CoT2025.10 | 18.5 |