Eclipsess/Awesome-Efficient-Reasoning-LLMs
A survey paper (TMLR 2025) systematically organizing research on efficient reasoning techniques for large language models.
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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.
Frequently asked
- What is Eclipsess/Awesome-Efficient-Reasoning-LLMs?
- A survey paper (TMLR 2025) systematically organizing research on efficient reasoning techniques for large language models.
- Is Awesome-Efficient-Reasoning-LLMs open source?
- Yes — Eclipsess/Awesome-Efficient-Reasoning-LLMs is an open-source project tracked on heatdrop.
- How popular is Awesome-Efficient-Reasoning-LLMs?
- Eclipsess/Awesome-Efficient-Reasoning-LLMs has 784 stars on GitHub.
- Where can I find Awesome-Efficient-Reasoning-LLMs?
- Eclipsess/Awesome-Efficient-Reasoning-LLMs is on GitHub at https://github.com/Eclipsess/Awesome-Efficient-Reasoning-LLMs.