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Mathematical Reasoning on AIME 25 (Accuracy, Average generated tokens)

76.7AccuracyS1
21.16435.5825064.418May 21, 2026

Evaluation results

MethodLinks
S1Base Model=QwQ-32B2026.0576.716,048
CyclicReflexBase Model=QwQ-32B2026.0576.714,733
PathCalBase Model=QwQ-32B2026.057015,989
OriginalBase Model=QwQ-32B2026.0566.715,792
TIPBase Model=QwQ-32B2026.0563.316,344
S1Base Model=DeepSeek-R1-Distill-Qwen-14B2026.05407,020
PathCalBase Model=DeepSeek-R1-Distill-Qwen-14B2026.05406,014
PathCalBase Model=DeepSeek-R1-Distill-Qwen-7B2026.0536.75,051
TIPBase Model=DeepSeek-R1-Distill-Qwen-14B2026.0536.76,696
OriginalBase Model=DeepSeek-R1-Distill-Qwen-14B2026.0533.36,683
CyclicReflexBase Model=DeepSeek-R1-Distill-Qwen-7B2026.05305,567
CyclicReflexBase Model=DeepSeek-R1-Distill-Qwen-14B2026.05306,677
PathCalBase Model=DeepSeek-R1-Distill-Llama-8B2026.05306,202
OriginalBase Model=DeepSeek-R1-Distill-Qwen-7B2026.0526.75,606
TIPBase Model=DeepSeek-R1-Distill-Qwen-7B2026.0526.75,609
S1Base Model=DeepSeek-R1-Distill-Qwen-7B2026.0526.76,035
TIPBase Model=DeepSeek-R1-Distill-Llama-8B2026.0526.76,562
CyclicReflexBase Model=DeepSeek-R1-Distill-Llama-8B2026.0526.76,424
OriginalBase Model=DeepSeek-R1-Distill-Llama-8B2026.0523.36,960
S1Base Model=DeepSeek-R1-Distill-Llama-8B2026.0523.36,818