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Awesome-Efficient-Reasoning-LLMs

[TMLR 2025] Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
https://github.com/Eclipsess/Awesome-Efficient-Reasoning-LLMs

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Programming Languages
Python 1
Categories
Section IV: Dynamic Reasoning Paradigm during Inference 67 Section I: RL with Length Reward Design 47 Section II: SFT with Variable-Length CoT Data 26 Section VII: Reasoning Abilities via Efficient Training Data and Model Compression 16 Section III: Compressing Reasoning Steps into Fewer Latent Representation 12 Section VIII: Evaluation and Benchmark 11 Section VI: Prompts Attribute-Driven Reasoning Routing 8 Section V: Prompt-Guided Efficient Reasoning 7 📢 News 1 Acknowledgment 1
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Keywords
system-2 1 slow-fast 1 self-improve 1 rl 1 reasoning 1 r1 1 prm 1 o3 1 o1 1 mcts 1 macro-action 1 benchmark 1