Math Reasoning on AIME 24 (Pass@1, #Tokens)
73.3Pass@1 ScoreDynasor-CoT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Dynasor-CoTBackbone=Qwen3-14B2026.03 | 73.3 | 10,369 | |
| ReBalanceBackbone=Qwen3-14B2026.03 | 73.3 | 9,464 | |
| NoThinkingBackbone=Qwen3-14B2026.03 | 70 | 8,898 | |
| DEERBackbone=QwQ-32B2026.03 | 70 | 8,885 | |
| ReBalanceBackbone=QwQ-32B2026.03 | 70 | 10,350 | |
| BaselineBackbone=Qwen3-14B2026.03 | 66.7 | 10,888 | |
| CoDBackbone=Qwen3-14B2026.03 | 66.7 | 10,212 | |
| DEERBackbone=Qwen3-14B2026.03 | 66.7 | 9,973 | |
| BaselineBackbone=QwQ-32B2026.03 | 66.7 | 14,342 | |
| NoThinkingBackbone=QwQ-32B2026.03 | 66.7 | 10,507 | |
| NoWaitBackbone=QwQ-32B2026.03 | 66.7 | 8,190 | |
| SEALBackbone=Qwen3-14B2026.03 | 63.3 | 10,322 | |
| CoDBackbone=QwQ-32B2026.03 | 63.3 | 11,438 | |
| Dynasor-CoTBackbone=QwQ-32B2026.03 | 63.3 | 11,156 | |
| SEALBackbone=QwQ-32B2026.03 | 63.3 | 10,344 | |
| NoWaitBackbone=Qwen3-14B2026.03 | 60 | 10,507 | |
| FlashThinkBackbone=QwQ-32B2026.03 | 60 | 10,034 | |
| TrimRBackbone=QwQ-32B2026.03 | 56.7 | 8,345 | |
| Manifold SteeringBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 53.3 | 8,457 | |
| ReBalanceBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 53.3 | 9,948 | |
| DEERBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 50 | 8,924 | |
| NoWaitBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 50 | 6,844 | |
| BaselineBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 46.7 | 11,923 | |
| CoDBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 46.7 | 11,663 | |
| Dynasor-CoTBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 46.7 | 9,864 | |
| SEALBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 43.3 | 10,112 | |
| CoDBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 33.3 | 11,894 | |
| ReBalanceBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 33.3 | 10,668 | |
| NoWaitBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 30 | 8,225 | |
| Manifold SteeringBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 30 | 10,134 | |
| Dynasor-CoTBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 26.7 | 10,564 | |
| NoThinkingBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 26.7 | 4,427 | |
| BaselineBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 23.3 | 12,451 | |
| SEALBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 23.3 | 10,785 | |
| DEERBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 20 | 8,135 | |
| NoThinkingBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 6.7 | 6,998 |