Mathematical Reasoning on AIME25 (ACC, LEN, NAG)
37.5ACCThinkSwitcher
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ThinkSwitcherExecution Strategy=Offline, Base Model=R1-Distill-Qwen2.5-7B2026.02 | 37.5 | 6,955 | -1.32 | |
| CEEH-EAExecution Strategy=Online, Base Model=R1-Distill-Qwen2.5-7B2026.02 | 37.1 | 8,327 | -0.53 | |
| R1-Distill-Qwen2.5-7BReproduced=true2026.02 | 36.7 | 10,958 | — | |
| CEEH-MEExecution Strategy=Online, Base Model=R1-Distill-Qwen2.5-7B2026.02 | 36.3 | 7,311 | 0.63 | |
| LC-R1Execution Strategy=Online, Base Model=R1-Distill-Qwen2.5-7B2026.02 | 36.2 | 7,150 | 0.8 | |
| Length-PenaltyExecution Strategy=Online, Base Model=R1-Distill-Qwen2.5-7B, Reproduced=true2026.02 | 35.6 | 10,173 | 0.8 | |
| CEEH-EAExecution Strategy=Online, Base Model=R1-Distill-Qwen2.5-1.5B2026.02 | 24 | 7,350 | -6.59 | |
| CEEH-MEExecution Strategy=Online, Base Model=R1-Distill-Qwen2.5-1.5B2026.02 | 23.1 | 8,390 | -3.53 | |
| R1-Distill-Qwen2.5-1.5BReproduced=true2026.02 | 21.7 | 11,981 | — | |
| LC-R1Execution Strategy=Online, Base Model=R1-Distill-Qwen2.5-1.5B2026.02 | 20.8 | 5,953 | 2.94 | |
| Qwen2.5-7B-Math-InsExecution Strategy=Prompting2026.02 | 9.3 | 2,087 | 67.17 | |
| Qwen2.5-7B-InsExecution Strategy=Prompting2026.02 | 7.6 | 1,240 | 74.67 | |
| Qwen2.5-7B-MathExecution Strategy=Prompting2026.02 | 4 | 2,562 | 77.99 |