Intro LLM Reasoning: Key Ideas and Limitations Papers Chain-of-Thought Reasoning without Prompting Large Language Models Cannot Self-Correct Reasoning Yet Premise Order Matters in Reasoning with Large Language Models Chain of Thought Empowers Transformers to Solve Inherently Serial Problems