Chain of Thought: Why Multi-Step Reasoning Works

By C.W. Jameson · Published 28 December 2025 · Last reviewed 28 January 2026

CoT is one of the most replicated findings in LLM research. Here is why it works and when it does not.

The research behind chain-of-thought prompting, when it helps and when it does not, and how to use it effectively.