Reasoning

R4: Retrieval-Augmented Reasoning for Vision-Language Models in 4D Spatio-Temporal Space CVPR 2026 RADO: Reasoning Audit-Driven Optimization for Rigorous Reasoning in High-Stakes Domains ACL 2026 R-C2: Cycle-Consistent Reinforcement Learning Improves Multimodal Reasoning CVPR 2026 ReActR: Reasoning through Error-Activated Reflection for LLM Post-Training ACL 2026 ReasonAny: Incorporating Reasoning Capability to Any Model via Simple and Effective Model Merging ACL 2026 Reason-Code: Reliable Code Generation via Test-Driven Monte Carlo Tree Search ACL 2026 ReasonEdit: Towards Reasoning-Enhanced Image Editing Models CVPR 2026 Reasoning Fails Where Step Flow Breaks ACL 2026 Reasoning Gets Harder for LLMs Inside A Dialogue ACL 2026 Reasoning Over Space: Enabling Geographic Reasoning for LLM-Based Generative Next POI Recommendation ACL 2026 Reasoning Palette: Modulating Reasoning via Latent Contextualization for Controllable Exploration for (V)LMs CVPR 2026 Reasoning Traces Shape Outputs but Models Won’t Say So ACL 2026 Reasoning with OmniThought: A Large CoT Dataset with Verbosity and Cognitive Difficulty Annotations ACL 2026 Reasoning with Ontology Graph: Toward Type-Constrained Knowledge Graph Question Answering ACL 2026 ReCoQA: A Benchmark for Tool-Augmented and Multi-Step Reasoning in Real Estate Question and Answering ACL 2026 Recurrent Reasoning with Vision-Language Models for Estimating Long-Horizon Embodied Task Progress CVPR 2026 Reinforced Efficient Reasoning via Semantically Diverse Exploration ACL 2026 ReLaX: Reasoning with Latent Exploration for Large Reasoning Models CVPR 2026 Reliable Use of Lemmas via Eligibility Reasoning and Section-Aware Reinforcement Learning ACL 2026 REST: Stress Testing Large Reasoning Models by Asking Multiple Problems at Once ACL 2026 Rethinking Entropy Interventions in RLVR: An Entropy Change Perspective ACL 2026 Rethinking Expert Trajectory Utilization in LLM Post-training for Mathematical Reasoning ACL 2026 Rethinking Sample Polarity in Reinforcement Learning with Verifiable Rewards ACL 2026 Rethinking Table Pruning in TableQA: From Sequential Revisions to Gold Trajectory-Supervised Parallel Search ACL 2026 ReTraceQA: Evaluating Reasoning Traces of Small Language Models in Commonsense Question Answering ACL 2026