This repository hosts a survey paper titled “Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models” accepted to TMLR 2025. It provides a structured taxonomy and curated collection of papers on making LLM reasoning more efficient, covering techniques like early exit, chain-of-thought compression, and efficient inference strategies.