Self-Consistency (2024年)（セルフコンシステンシー）

概要

Self-Consistency は2024年成熟・Industry-leading majority voting CoT sampling 2024年Google Self-Consistency CoT enhancement technique position確立。Industry-leading 17.9% MATH improvement vs greedy decode + multiple reasoning paths sampling + temperature sampling + majority answer voting + Wang+Wei+Schuurmans Google 2022 ICLR paper → 2024 LLM standard。

主な特徴・仕組み

• Industry-leading Xuezhi Wang + Jason Wei + Dale Schuurmans (Google Research) 2022年3月 paper → 2024 mature standard
• Industry-leading Self-Consistency CoT enhancement technique signature
• Industry-leading majority voting CoT sampling signature
• Industry-leading 17.9% MATH improvement vs greedy decode signature
• Industry-leading multiple reasoning paths sampling signature (40 paths typical)
• Industry-leading temperature sampling (T=0.7+) signature
• Industry-leading majority answer voting aggregation signature
• Industry-leading GSM8K 78% accuracy improvement signature
• Industry-leading 2022年3月 ICLR 2023 paper "Self-Consistency Improves Chain of Thought Reasoning in Language Models"
• Industry-leading 2024 LLM ecosystem standard for reasoning enhancement
• Industry-leading o1 + DeepSeek-R1 inspiration signature (rumored)

まとめ

Self-Consistency = 2024年成熟Google Research Xuezhi Wang + Jason Wei + Dale Schuurmans 2022→2024発表のpremium CoT enhancement technique。Industry-leading majority voting CoT sampling + 17.9% MATH improvement vs greedy decode + multiple reasoning paths sampling 40 paths typical + temperature sampling T=0.7+ + majority answer voting aggregation + GSM8K 78% accuracy improvement + 2022年3月 ICLR 2023 paper "Self-Consistency Improves Chain of Thought Reasoning in Language Models" + 2024 LLM ecosystem standard for reasoning enhancement + o1 + DeepSeek-R1 inspiration rumored position確立。