# zjunlp/Prompt4ReasoningPapers

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

Repository: https://github.com/zjunlp/Prompt4ReasoningPapers
Canonical: https://ross.abutalabs.com/products/prompt4reasoningpapers
License: MIT
License Family: permissive
Topics: prompt, reasoning, awsome-list, chain-of-thought, paper-list, survey, nlp, datasets, language-models, natural-language-processing, large-language-models, artificial-intelligence, arithmetic-reasoning, commonsense-reasoning, symbolic-reasoning, prompt-engineering, logical-reasoning, llm, chatgpt, gpt-3
Last push: 2025-05-21T06:44:22+00:00

## Health v2 (maintenance only)
Score: 42/100 (v2, computed 2026-09-02T17:46:02.011165+00:00)
- activity 22, release rhythm 35, longevity 100
- inputs: {"age_days": 1449, "days_push": 469, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: no_releases
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 1006, forks 68 (observed 2026-08-28T04:03:11.880811+00:00)

## What it is
A curated paper list accompanying an ACL 2023 survey on reasoning with language model prompting. It organizes research on prompt engineering, process optimization, and external engines for LLM reasoning tasks.

## Use cases
- find papers on chain-of-thought prompting
- survey of LLM reasoning techniques
- learn about prompting strategies for arithmetic reasoning
- research on commonsense and symbolic reasoning with language models
- reading list for prompt engineering research
- find datasets for evaluating LLM reasoning

## When to choose
- you need a comprehensive, categorized bibliography of LLM reasoning papers
- you are starting research on prompting and reasoning in language models
- you want a survey plus tutorial to learn the field quickly

## When to avoid
- you need runnable code or a software library rather than a paper list
- you want up-to-the-minute papers outside the survey's scope

## Facets
- artifact type: learning-resource
- maturity: active
- function: prompt-engineering, nlp, llm-inference
- domain: artificial-intelligence, large-language-models, tutorials, awesome-lists
- platform: cross-platform
- tags: paper-list, survey, chain-of-thought, reasoning, llm, arithmetic-reasoning, commonsense-reasoning, symbolic-reasoning, logical-reasoning, natural-language-processing

## Member repositories
- zjunlp/Prompt4ReasoningPapers (main) score 42

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:03:11.880811+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-30T07:13:05.014120+00:00, confidence not recorded.
  - readme: https://github.com/zjunlp/Prompt4ReasoningPapers (fetched 2026-08-28T04:03:11.880811+00:00, sha 59c7849c4fbc)
- Data as of 2026-08-30T08:39:29.467469+00:00.