#562 · Primary category: Education & Research

Prompt4ReasoningPapers

arithmetic-reasoning artificial-intelligence awsome-list chain-of-thought chatgpt commonsense-reasoning datasets gpt-3 language-models large-language-models llm logical-reasoning natural-language-processing nlp paper-list prompt prompt-engineering reasoning survey symbolic-reasoning

[ACL 2023] Reasoning with Language Model Prompting: A Survey

Project last updated:05/21/25

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MIT

Why we included this project

The repo is a curated index of papers on prompting language models to reason, organized around the authors' own ACL 2023 survey. It's a good starting point for anyone trying to get a handle on chain-of-thought, symbolic reasoning, and the other strategies being explored. The maintainers keep it current, adding their own recent work on knowledge editing, agents, and instruction processing, so the list reflects where the field is going. That makes it useful for researchers and tech leads who want to see what's been tried before they pick a reasoning approach to build on.

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