Unverified50% confidenceBenchmarkExact time
Self-Consistency通过多次采样推理路径后投票取多数答案，可进一步提升准确率约5-10个百分点
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7/17/2026
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Related Claims
UnverifiedThe Self-Consistency method, proposed by Xuezhi Wang and others, improved accuracy by more than 10% on mathematical reasoning benchmarks such as GSM8K.73% similarUnverified在歧义点的四类行为中，'先搜再问'成功率最高，平均通过率达93.4%，远高于'直接猜'的56.5%，'搜多次再猜'为51.5%70% similarUnverifiedOn the GSM8K mathematical reasoning benchmark, Self-Consistency can improve accuracy by approximately 17 percentage points compared to single greedy decoding.68% similarUnverified研究数据表明，在数学竞赛级别问题上，启用深度推理的模型准确率可从不足30%提升至80%以上68% similar
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