Unverified70% confidenceBenchmarkExact time
Self-Consistency can bring improvements of 5–20 percentage points on mathematical reasoning benchmarks such as GSM8K.
2
Sources
70%
Confidence
Long-term
Relevance
7/17/2026
First Seen
Sources
Related Claims
Unverified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80% similarUnverifiedOn the GSM8K mathematical reasoning benchmark, Self-Consistency can improve accuracy by approximately 17 percentage points compared to single greedy decoding.78% similarUnverifiedIn 2023, multiple studies revealed a significant gap between some models' true capabilities and their reported scores on the GSM8K mathematics benchmark.77% similarUnverifiedLarge language models' scores on mathematical benchmarks such as GSM8K and MATH have risen from below 50% to over 90%74% similar
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