Reasoning

AdaMix: Adaptive Mixing for Short and Long Reasoning Adapters ACL 2026 ARC Is a Vision Problem! CVPR 2026 Awakening Dormant Experts:Counterfactual Routing to Mitigate MoE Hallucinations ACL 2026 Beyond Layer-Wise Merging: Chain-of-Merging for Vision-Language Models CVPR 2026 CE-GPPO: Coordinating Entropy via Gradient-Preserving Clipping Policy Optimization in Reinforcement Learning ACL 2026 ConfSpec: Efficient Step-Level Speculative Reasoning via Confidence-Gated Verification ACL 2026 Debate-of-Thoughts: Resolving Knowledge Conflicts in LLMs Through Internal Deliberation ACL 2026 Diffuse Thinking: Exploring Diffusion Language Models as Efficient Thought Proposers for Reasoning ACL 2026 Empowering Multi-Turn Tool-Integrated Agentic Reasoning with Group Turn Policy Optimization ACL 2026 ERCThinker: Fast-Slow Thinking for Emotion Recognition in Conversation ACL 2026 Fast Reasoning Segmentation for Images and Videos CVPR 2026 Fusion Training for Mathematical Generalization in Large Language Models ACL 2026 Guaranteeing Knowledge Integration with Joint Decoding for Retrieval-Augmented Generation ACL 2026 HCMUSDroneBoys at SemEval-2026 Task 11: Asymmetric Counterfactual Debiasing and Rank-Sensitive Logical Invariance Adaptation for Syllogistic Reasoning SemEval 2026 Hidetsune at SemEval-2026 Task 11: Adapting Pretrained Reasoning Models with Deep Supervision and Inference Refinement for Content-Independent Validity Classification SemEval 2026 KnowRL: Exploring Knowledgeable Reinforcement Learning for Factuality ACL 2026 Lakksh at SemEval-2026 Task 11(1 & 2): Neuro-Symbolic Decomposition to Mitigate Content Bias in Syllogistic Reasoning SemEval 2026 Learning from Contrasts: Synthesizing Reasoning Paths from Diverse Search Trajectories ACL 2026 Learning from Mistakes: Negative Reasoning Samples Enhance Out-of-Domain Generalization ACL 2026 Learning While Staying Curious: Entropy-Preserving Supervised Fine-Tuning via Adaptive Self-Distillation for Large Reasoning Models ACL 2026 Less is More: Improving LLM Reasoning with Minimal Test-Time Intervention ACL 2026 Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens CVPR 2026 Mitigating Safety Context Amnesia in Multimodal Reasoning Models via Intent-Guided Safety Reasoning ACL 2026 Mixture-of-Minds: Multi-Agent Reinforcement Learning for Table Understanding ACL 2026 Optimizing Length Compression in Large Reasoning Models ACL 2026