Math Reasoning on AIME 25 (Pass@1, #Tokens)
66.7Pass@1NoThinking
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NoThinkingBackbone=QwQ-32B2026.03 | 66.7 | 11,839 | |
| NoWaitBackbone=QwQ-32B2026.03 | 63.3 | 8,970 | |
| ReBalanceBackbone=QwQ-32B2026.03 | 63.3 | 11,575 | |
| Dynasor-CoTBackbone=Qwen3-14B2026.03 | 60 | 12,159 | |
| BaselineBackbone=Qwen3-14B2026.03 | 56.7 | 13,125 | |
| DEERBackbone=Qwen3-14B2026.03 | 56.7 | 11,806 | |
| NoWaitBackbone=Qwen3-14B2026.03 | 56.7 | 10,924 | |
| ReBalanceBackbone=Qwen3-14B2026.03 | 56.7 | 11,057 | |
| SEALBackbone=QwQ-32B2026.03 | 56.7 | 11,384 | |
| CoDBackbone=Qwen3-14B2026.03 | 53.3 | 11,828 | |
| NoThinkingBackbone=Qwen3-14B2026.03 | 53.3 | 9,892 | |
| BaselineBackbone=QwQ-32B2026.03 | 53.3 | 12,627 | |
| SEALBackbone=Qwen3-14B2026.03 | 50 | 10,901 | |
| CoDBackbone=QwQ-32B2026.03 | 46.7 | 12,189 | |
| DEERBackbone=QwQ-32B2026.03 | 46.7 | 10,972 | |
| TrimRBackbone=QwQ-32B2026.03 | 43.3 | 8,827 | |
| DEERBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 40 | 8,919 | |
| ReBalanceBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 40 | 11,074 | |
| FlashThinkBackbone=QwQ-32B2026.03 | 40 | 11,861 | |
| CoDBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 36.7 | 10,198 | |
| Dynasor-CoTBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 33.3 | 11,069 | |
| BaselineBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 30 | 11,923 | |
| Dynasor-CoTBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 26.7 | 12,462 | |
| SEALBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 26.7 | 8,544 | |
| ReBalanceBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 26.7 | 10,672 | |
| NoWaitBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 26.7 | 6,979 | |
| SEALBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 26.7 | 9,835 | |
| DEERBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 23.3 | 8,719 | |
| BaselineBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 20 | 12,739 | |
| NoThinkingBackbone=DeepSeek-R1-Distill-Qwen-7B2026.03 | 20 | 7,850 | |
| NoThinkingBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 16.6 | 7,473 | |
| NoWaitBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 16.6 | 7,574 | |
| CoDBackbone=DeepSeek-R1-Distill-Qwen-1.5B2026.03 | 13.3 | 10,941 |