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Long-CoT Reasoning on MMLU

90.3Accuracy (Long-CoT MMLU)SFI
61.90869.27976.6584.021Mar 12, 2026

Evaluation results

MethodLinks
SFIModel=Qwen3-235B-A22B-Thinking-2507, Decoding Strategy=SFI (Ours)2026.0390.3
SlowModel=Qwen3-235B-A22B-Thinking-2507, Decoding Strategy=Slow2026.0390.09
SlowModel=Qwen3-30B-A3B-Thinking-2507, Decoding Strategy=Slow2026.0370.9
SFIModel=Qwen3-30B-A3B-Thinking-2507, Decoding Strategy=SFI (Ours)2026.0370.6
SlowModel=Qwen3-4B-Thinking-2507, Decoding Strategy=Slow2026.0363
SFIModel=Qwen3-4B-Thinking-2507, Decoding Strategy=SFI (Ours)2026.0363