inference/research
verifiedhigh · 0.85updated 2026-10-10

Self-Consistency Improves Chain of Thought Reasoning in Language Models (arXiv:2203.11171)

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sources/pap-eff-self-consistency
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blog
Accessed
2026-10-03
notes
arXiv:2203.11171. Self-Consistency Improves Chain of Thought Reasoning in Language Models. By Xuezhi Wang et al. (Google). Submitted 2022-03-21. Improves chain-of-thought reasoning by sampling multiple reasoning paths and taking the majority answer. 2026-10-10: Fetched https://arxiv.org/abs/2203.11171. Title: 'Self-Consistency Improves Chain of Thought Reasoning in Language Models'. Peer-reviewed venue confirmed: ICLR 2023. Abstract confirms self-consistency decoding strategy sampling multiple reasoning paths to find marginal consensus.

Notes

arXiv:2203.11171. Self-Consistency Improves Chain of Thought Reasoning in Language Models. By Xuezhi Wang et al. (Google). Submitted 2022-03-21. Improves chain-of-thought reasoning by sampling multiple reasoning paths and taking the majority answer.

2026-10-10: Fetched https://arxiv.org/abs/2203.11171. Title: 'Self-Consistency Improves Chain of Thought Reasoning in Language Models'. Peer-reviewed venue confirmed: ICLR 2023. Abstract confirms self-consistency decoding strategy sampling multiple reasoning paths to find marginal consensus.

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