reasoning efficiency

AdaMix: Adaptive Mixing for Short and Long Reasoning Adapters ACL 2026 AttnPO: Attention-Guided Process Supervision for Efficient Reasoning ACL 2026 Beyond Tokens: Dynamic Latent Reasoning via Semantic Residual Refinement AAAI 2026 Do LLMs Really Need 10+ Thoughts for “Find the Time 1000 Days Later”? Towards Structural Understanding of LLM Overthinking ACL 2026 Efficient Thought Space Exploration Through Strategic Intervention AAAI 2026 Entropy-Gated Branching for Efficient Test-Time Reasoning EACL 2026 ETR: Entropy Trend Reward for Efficient Chain-of-Thought Reasoning ACL 2026 Let’s Think with Images Efficiently! An Interleaved-Modal Chain-of-Thought Reasoning Framework with Dynamic and Precise Visual Thoughts AAAI 2026 MUR: Momentum Uncertainty guided Reasoning for Large Language Models ACL 2026 ReEfBench: Quantifying the Reasoning Efficiency of LLMs ACL 2026 Towards Effective Code-Integrated Reasoning AAAI 2026 Answer Convergence as a Signal for Early Stopping in Reasoning EMNLP 2025 ConCISE: Confidence-guided Compression in Step-by-step Efficient Reasoning EMNLP 2025 ConciseRL: Conciseness-Guided Reinforcement Learning for Efficient Reasoning Models EMNLP 2025 GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems EMNLP 2025 MuTIS: Enhancing Reasoning Efficiency through Multi Turn Intervention Sampling in Reinforcement Learning EMNLP 2025 RaaS: Reasoning-Aware Attention Sparsity for Efficient LLM Reasoning ACL 2025 Reasoning under Uncertainty: Efficient LLM Inference via Unsupervised Confidence Dilution and Convergent Adaptive Sampling EMNLP 2025 Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching EMNLP 2025 START: Self-taught Reasoner with Tools EMNLP 2025 Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models ACL 2025 Thought calibration: Efficient and confident test-time scaling EMNLP 2025 When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning EMNLP 2025 Z1: Efficient Test-time Scaling with Code EMNLP 2025 Beyond Natural Language: LLMs Leveraging Alternative Formats for Enhanced Reasoning and Communication EMNLP 2024