Retrieval-Augmented Question Answering on RAGQA Leaderboard (test)
85AVG ScoreSFT+RL(Rhybrid)
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SFT+RL(Rhybrid)Model=Qwen3-8B, Eval Type=think2026.02 | 85 | 86.2 | 82.4 | 71.5 | 92.8 | 93.2 | 89.4 | 79.8 | |
| SFT+RL(RCLR)Model=Qwen3-30B-A3B, Eval Type=think2026.02 | 85 | 86.9 | 82.5 | 72.7 | 93.8 | 94.7 | 89.5 | 74.6 | |
| SFT+RL(Rhybrid)Model=Qwen3-30B-A3B, Eval Type=think2026.02 | 84.9 | 87.1 | 83.2 | 73.9 | 94 | 94.9 | 88.9 | 72.6 | |
| SFT+RL(Rtotal)Model=Qwen3-30B-A3B, Eval Type=think2026.02 | 84.2 | 86.5 | 82.5 | 73.2 | 93.7 | 95.4 | 86.4 | 71.8 | |
| SFT+RL(Rtotal)Model=Qwen3-8B, Eval Type=think2026.02 | 83.9 | 85 | 81.3 | 70.7 | 92.6 | 91.4 | 86.6 | 80 | |
| SFT+RL(RCLR)Model=Qwen3-8B, Eval Type=think2026.02 | 83.8 | 84.4 | 81.6 | 69.3 | 92.3 | 92.5 | 88.1 | 78.6 | |
| SFT+RL(Racc)Model=Qwen3-8B, Eval Type=think2026.02 | 83.6 | 84.9 | 81.5 | 70.5 | 92.6 | 91.1 | 86.7 | 78 | |
| SFT+RL(Racc)Model=Qwen3-30B-A3B, Eval Type=think2026.02 | 83.1 | 85.4 | 82.3 | 70.6 | 93.2 | 93.8 | 85.9 | 70.4 | |
| SFT+RL(Rhybrid)Model=Qwen3-30B-A3B, Eval Type=no think2026.02 | 83.1 | 83 | 81.9 | 70.5 | 94.9 | 94.4 | 79.3 | 78 | |
| SFT+RL(Rcite)Model=Qwen3-8B, Eval Type=think2026.02 | 82.4 | 82.6 | 79.7 | 68.1 | 91.8 | 91.6 | 85.8 | 77.2 | |
| SFT+RL(Rcite)Model=Qwen3-30B-A3B, Eval Type=think2026.02 | 82.4 | 83.4 | 80.4 | 69.5 | 93.3 | 94 | 85.2 | 70.8 | |
| SFT+RL(RCLR)Model=Qwen3-30B-A3B, Eval Type=no think2026.02 | 82.3 | 82.7 | 81.5 | 69 | 93.7 | 93.5 | 78.7 | 76.8 | |
| SFTModel=Qwen3-8B, Eval Type=think2026.02 | 81.6 | 82 | 79.6 | 66.8 | 91.4 | 89.6 | 84.7 | 77.2 | |
| SFT+RL(Rtotal)Model=Qwen3-30B-A3B, Eval Type=no think2026.02 | 81.2 | 82.2 | 81.1 | 69.1 | 92.5 | 93.4 | 78.3 | 71.6 | |
| SFT+RL(Rhybrid)Model=Qwen3-8B, Eval Type=no think2026.02 | 80.4 | 82.1 | 80.7 | 65.2 | 92.1 | 90.7 | 77.6 | 74.8 | |
| SFTModel=Qwen3-30B-A3B, Eval Type=think2026.02 | 80.3 | 81.1 | 79.3 | 64.9 | 92 | 92.2 | 84.5 | 68.2 | |
| SFT+RL(Racc)Model=Qwen3-30B-A3B, Eval Type=no think2026.02 | 80 | 80.8 | 80.5 | 66.2 | 93.2 | 92.5 | 76.7 | 70.4 | |
| SFT+RL(RCLR)Model=Qwen3-8B, Eval Type=no think2026.02 | 79.7 | 80.4 | 79.9 | 64.4 | 91.6 | 89.6 | 76.6 | 75.6 | |
| SFT+RL(Rtotal)Model=Qwen3-8B, Eval Type=no think2026.02 | 79 | 78.9 | 78.6 | 64.8 | 91.6 | 90.4 | 76.4 | 74.8 | |
| SFT+RL(Rcite)Model=Qwen3-30B-A3B, Eval Type=no think2026.02 | 78.9 | 79.2 | 79 | 65.3 | 91.8 | 93 | 75.5 | 68.4 | |
| Qwen3-235B-A22B-Instruct-2507Eval Type=no think2026.02 | 78 | 84.9 | 82.8 | 65.3 | 93.8 | 87.6 | 78.2 | 53.2 | |
| SFTModel=Qwen3-30B-A3B, Eval Type=no think2026.02 | 77.6 | 78.3 | 78.7 | 63.4 | 92.3 | 92.2 | 73.8 | 64.2 | |
| SFT+RL(Rcite)Model=Qwen3-8B, Eval Type=no think2026.02 | 77.2 | 78.3 | 78.8 | 62.9 | 91.8 | 90.4 | 74.9 | 63.2 | |
| SFT+RL(Racc)Model=Qwen3-8B, Eval Type=no think2026.02 | 77 | 79.8 | 79.6 | 64.3 | 91.1 | 89.7 | 76.6 | 58.2 | |
| Qwen3-30B-A3B-Instruct-2507Eval Type=no think2026.02 | 75.5 | 81.4 | 81.9 | 55.8 | 94.2 | 86.7 | 75.9 | 52.4 | |
| SFTModel=Qwen3-8B, Eval Type=no think2026.02 | 72 | 74.6 | 76.1 | 60.2 | 87.7 | 88.6 | 74.1 | 43 | |
| Qwen3-32BEval Type=no think2026.02 | 69.3 | 77.9 | 73.2 | 48.6 | 89.4 | 76.4 | 68.3 | 51.6 | |
| Qwen3-14BEval Type=no think2026.02 | 63.2 | 68.8 | 69.4 | 37.6 | 86.8 | 72.7 | 65.1 | 42 | |
| Qwen3-8BEval Type=no think2026.02 | 61.9 | 71.4 | 71 | 44.5 | 90.2 | 74 | 64.7 | 17.6 |