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Competitive Mathematical Reasoning on AMC 2023 (Pass@1)

100Pass@1 AccuracyQwen3-max
19.440.32561.2582.175Jun 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Qwen3-maxModel Scale=Reference, Model Category=Closed-source frontier2026.06100
DeepSeek-V4-proModel Scale=Reference, Model Category=Open-source frontier2026.06100
GPT-5(high)Model Scale=Reference, Model Category=Closed-source frontier2026.0697.5
DeepSeek-R1-Distill-Qwen-32BModel Scale=32B, Model Category=Reasoning-specialized models2026.0697.5
DiScOw/o ITDEModel Scale=32B, Model Category=Ours2026.0697.5
DiScOModel Scale=32B, Model Category=Ours2026.0697.5
DiScOModel Scale=7B, Model Category=Ours2026.0692.5
Qwen3-32BModel Scale=32B, Model Category=Reasoning-specialized models2026.0692.5
DeepSeek-R1-Distill-Qwen-7BModel Scale=7B, Model Category=Reasoning-specialized models2026.0687.5
rStar-Math-7BModel Scale=7B, Model Category=Reasoning-specialized models2026.0687.5
DiScOw/o ITDEModel Scale=7B, Model Category=Ours2026.0687.5
GPT-o1-miniModel Scale=Reference, Model Category=Closed-source frontier2026.0685
GPT-o1-previewModel Scale=Reference, Model Category=Closed-source frontier2026.0685
ReasonFlux-32BModel Scale=32B, Model Category=Reasoning-specialized models2026.0685
Sky-T1-32B-previewModel Scale=32B, Model Category=Reasoning-specialized models2026.0682.5
Claude3.5-SonnetModel Scale=Reference, Model Category=Closed-source frontier2026.0680
DeepSeek-V3Model Scale=Reference, Model Category=Open-source frontier2026.0680
ReasonFlux-7BModel Scale=7B, Model Category=Reasoning-specialized models2026.0680
QwQ-32B-previewModel Scale=32B, Model Category=Reasoning-specialized models2026.0675
NuminaMath-72B-CoTModel Scale=Reference, Model Category=Open-source frontier2026.0670
Qwen2.5-Math-72B-InstructModel Scale=Reference, Model Category=Open-source frontier2026.0670
Qwen3-8BModel Scale=7B, Model Category=Reasoning-specialized models2026.0665
DeepSeek-R1Model Scale=Reference, Model Category=Open-source frontier2026.0664.1
Qwen2.5-32B-InstructModel Scale=32B, Model Category=Instruction-tuned models2026.0664
DIVERModel Scale=7B, Model Category=Diversity-oriented RL models2026.0662.5
DeepSeek-Coder-V2-InstructModel Scale=Reference, Model Category=Open-source frontier2026.0657.5
Entropy-RLModel Scale=7B, Model Category=Diversity-oriented RL models2026.0657.5
GRPO w/ Clip-higherModel Scale=7B, Model Category=Diversity-oriented RL models2026.0657.5
Pass@k TrainingModel Scale=7B, Model Category=Diversity-oriented RL models2026.0652.5
LLaMA3.1-70B-InstructModel Scale=Reference, Model Category=Open-source frontier2026.0650
LLaMA3.1-405B-InstructModel Scale=Reference, Model Category=Open-source frontier2026.0650
GPT-4oModel Scale=Reference, Model Category=Closed-source frontier2026.0647.5
Mathstral-7B-v0.1Model Scale=7B, Model Category=General instruction-tuned models2026.0637.5
SuperCorrect-7BModel Scale=7B, Model Category=Reasoning-specialized models2026.0637.5
Qwen2.5-Math-7B-InstructModel Scale=7B, Model Category=Math instruction-tuned models2026.0628.3
LLaMA3.1-8B-InstructModel Scale=7B, Model Category=General instruction-tuned models2026.0625
Qwen2.5-Math-7BModel Scale=7B, Model Category=Math instruction-tuned models2026.0622.5