Unverified60% confidenceFactTime unknown
On the GSM8K mathematical reasoning benchmark, Self-Consistency can improve accuracy by approximately 17 percentage points compared to single greedy decoding.
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6/1/2026
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UnverifiedThe Self-Consistency method, proposed by Xuezhi Wang and others, improved accuracy by more than 10% on mathematical reasoning benchmarks such as GSM8K.78% similarUnverifiedSelf-Consistency can bring improvements of 5–20 percentage points on mathematical reasoning benchmarks such as GSM8K.78% similarUnverified在 GSM8K 等数学基准上，PAL 和 PoT 相比纯思维链可将准确率提升 10-20 个百分点71% similarUnverifiedSelf-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65% similar
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