Language, speech & LLMs· 2023
Let's Verify Step by Step
On the reading lists
- #435 in the Top 500 (2026 edition)
- #63 in Language, speech & LLMs (2026 edition)
Why it matters
Established the effectiveness of step-level supervision for reliable mathematical reasoning.
Condensed from the expert lists' notes.
The record
- First released
- 2023 (from arXiv 2305.20050)
- Citations
- 5,038 citations, as counted by Papers With Code (CC BY-SA 4.0)
- Named by
- both expert lists
- Score
- 0.367 · computed rank 435 · consensus 0.35, must-read 0, citations percentile 0.75 (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.