Language, speech & LLMs· 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models
On the reading lists
- #353 in the Top 500 (2026 edition)
- #56 in Language, speech & LLMs (2026 edition)
Why it matters
Established sampling multiple reasoning paths and aggregating answers to improve accuracy.
Condensed from the expert lists' notes.
The record
- First released
- 2022 (from arXiv 2203.11171)
- Citations
- 7,986 citations, as counted by Papers With Code (CC BY-SA 4.0)
- Named by
- both expert lists
- Score
- 0.408 · computed rank 353 · consensus 0.4, must-read 0, citations percentile 0.823 (2020s · language), awards 0, existing lists 0. Method
Data sources
Catalogue data from OpenAlex (CC0), Crossref (CC0 metadata; no abstracts are shown), arXiv, and Papers With Code (CC BY-SA 4.0). Each count names its source. See the method.