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Chain-of-Thoughts Papers

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A trend starts from "Chain of Thought Prompting Elicits Reasoning in Large Language Models.

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Open Source

About Chain-of-Thoughts Papers

A curated list of research papers on chain-of-thought (CoT) reasoning in large language models. This repository tracks the evolution of CoT prompting, from the seminal paper by Wei et al. (2022) to subsequent works on self-consistency, zero-shot reasoning, least-to-most prompting, and more. Each entry includes paper title, authors, PDF link, and occasionally code links. The repository was archived on January 11, 2024, and is now read-only.

Key Features

Curated chronological list of chain-of-thought reasoning papers
Includes seminal works such as 'Chain of Thought Prompting Elicits Reasoning in Large Language Models'
Direct links to PDFs and sometimes code for each paper
Covers topics: CoT prompting, self-consistency, STaR, zero-shot reasoning, least-to-most, selection-inference, emergent abilities
Archived repository (read-only as of Jan 2024)

Pros & Cons

Pros
  • Comprehensive collection of influential CoT papers from 2022-2023
  • Well-organized with links to PDFs and code
  • Covers a wide range of CoT variants and extensions
  • Free and open access on GitHub
Cons
  • Repository is archived and no longer actively maintained
  • Coverage limited to papers from early 2022 (up to June 2022)
  • Only a list of papers, no interactive tool or implementation
  • No detailed summaries or annotations for each paper

Best For

Reference for researchers and students studying chain-of-thought reasoningTracking the development of reasoning techniques in LLMsFinding seminal and recent papers on CoT prompting and related methods

FAQ

What is the Chain-of-Thoughts Papers repository?
It is a curated list of research papers on chain-of-thought (CoT) reasoning in large language models, initiated by the seminal paper 'Chain of Thought Prompting Elicits Reasoning in Large Language Models'.
Is this repository still active?
No, the repository was archived by the owner on January 11, 2024, and is now read-only.
What topics are covered?
The repository includes papers on CoT prompting, self-consistency, STaR, zero-shot reasoning, least-to-most prompting, selection-inference, and emergent abilities, among others.