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reasoning compression

7 papers

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Co-occurring keywords · papers mentioning both

large language model (3) chain-of-thought reasoning (3) model compression (3) token reduction (2) efficient inference (2) reasoning trajectory (1) parameter interpolation (1) confidence injection (1) length reduction (1) thought compression (1)

Papers

Can Reasoning Path still be Effective as Input? Bridging Post-Reasoning to Chain-of-Thought Compression ACL 2026 Too Long, Do Re-weighting for Efficient LLM Reasoning Compression ACL 2026 C3oT: Generating Shorter Chain-of-Thought Without Compromising Effectiveness AAAI 2025 ConCISE: Confidence-guided Compression in Step-by-step Efficient Reasoning EMNLP 2025 CoT-Valve: Length-Compressible Chain-of-Thought Tuning ACL 2025 LightThinker: Thinking Step-by-Step Compression EMNLP 2025 ReCUT: Balancing Reasoning Length and Accuracy in LLMs via Stepwise Trails and Preference Optimization EMNLP 2025