Skip to content
English

Switch theme

// ∞ Reasoning & Test-Time Compute

Chain-of-Thought Prompting

Prompting the model to write intermediate reasoning before answering.

思维链提示 2022 Beginner core

IN PLAIN WORDS

Show step-by-step worked examples and the model imitates them, greatly improving math and logic. It is the root of RL-trained reasoning models.

Used in: Prompting for any reasoning task

TIMELINE · prerequisites → this → what builds on it

2020 GPT-3 & In-Co…2022 Chain-of-Thought …2022 Self-Consiste…2022 STaR (Self-Ta…2022 ReAct (Reason…2023 Tree of Thoug…2023 Process Rewar…

01Original paper

Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Jason Wei, Xuezhi Wang, Dale Schuurmans, et al. · 2022

arXiv ↗ ✓ Verified · arXiv API

02Where it sits

Learn the left column first; the right column builds on this one.

GPT-3 & In-Cont…Self-ConsistencyTree of ThoughtsProcess Reward …STaR (Self-Taug…DeepSeek-R1 Rea…ReAct (Reason +… Chain-of-Thought Pr…

Left: prerequisites · right: builds on this · dashed: related. Full map →

03Learning resources

Official docs, explainers, courses and reference code. All links checked.

04Where the course teaches it

On learning paths:Post-training & Reasoning Models

For AI / data

Data updated: AI algorithms & curriculum(UTC+8)