Reasoning

Revealing the Seen, Imagining the Beyond: A Survey of Image-Grounded Chain-of-Thought Reasoning in Multimodal LLMs ACL 2026 Revisiting a Pain in the Neck: A Semantic Reasoning Benchmark for Language Models ACL 2026 Revisiting Model Interpolation for Efficient Reasoning ACL 2026 Revisiting the Necessity of Lengthy Chain-of-Thought in Vision-centric Reasoning Generalization CVPR 2026 RFS-Guard: Detecting Reasoning Hallucinations via Cross-Phase Routing Focus in Large Reasoning Models ACL 2026 RL-PLUS: Countering Capability Boundary Collapse of LLMs in Reinforcement Learning with Hybrid-policy Optimization ACL 2026 rSIM: Incentivizing Reasoning Capabilities of LLMs via Reinforced Strategy Injection ACL 2026 RvH-40 at SemEval-2026 Task 11: Disentangling Reasoning from Belief through Symbolic Abstraction SemEval 2026 Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward CVPR 2026 SAT: Balancing Reasoning Accuracy and Efficiency with Stepwise Adaptive Thinking ACL 2026 SATQuest: A Verifier for Logical Reasoning Evaluation and Reinforcement Fine-Tuning of LLMs ACL 2026 SCAIR: Schema-Conditioned Agentic Iterative Reasoning for Enterprise Knowledge Graphs ACL 2026 Scaling Agentic Reinforcement Learning for Tool-Integrated Reasoning in VLMs CVPR 2026 Scaling Behaviors of LLM Reinforcement Learning Post-Training: An Empirical Study in Mathematical Reasoning ACL 2026 Scaling Reasoning, Losing Control: Evaluating Instruction Following in Large Reasoning Models ACL 2026 Scaling Spatial Intelligence with Multimodal Foundation Models CVPR 2026 Scaling Test-Time Compute to Achieve IOI Gold Medal with Open-Weight Models ACL 2026 SceneAlign: Aligning Multimodal Reasoning to Scene Graphs in Complex Visual Scenes ACL 2026 Schoenfeld’s Anatomy of Mathematical Reasoning by Language Models ACL 2026 SciMDR: Advancing Scientific Multimodal Document Reasoning ACL 2026 See Further, Think Deeper: Advancing VLM's Reasoning Ability with Low-level Visual Cues and Reflection CVPR 2026 Seeing but Not Thinking: Routing Distraction in Multimodal Mixture-of-Experts ACL 2026 See It, Say It, Sorted: An Iterative Training-Free Framework for Visually-Grounded Multimodal Reasoning in LVLMs CVPR 2026 See Less, See Right: Bi-directional Perceptual Shaping For Multimodal Reasoning CVPR 2026 See What We Cannot See: A Geo-guided Reasoning Benchmark for Object Counting under Adverse Earth Observation Conditions CVPR 2026