Reasoning

UR2 : Unify RAG and Reasoning through Reinforcement Learning ACL 2026 UrbanGeoEval: A City-Scale Benchmark for Evaluating Large Language Models in Geospatial Reasoning ACL 2026 VAST: Video Ability-Stratified Taxonomy for Data-Efficient Video Reasoning CVPR 2026 VCORE: Variance-Controlled Optimization-based Reweighting for Chain-of-Thought Supervision ACL 2026 Verify Before You Commit: Towards Faithful Reasoning in LLM Agents via Self-Auditing ACL 2026 Video-CoE: Reinforcing Video Event Prediction via Chain of Events CVPR 2026 VideoPro: Adaptive Program Reasoning for Long Video Understanding ACL 2026 ViKey: Enhancing Temporal Understanding in Videos via Visual Prompting CVPR 2026 VIRO: Robust and Efficient Neuro-Symbolic Reasoning with Verification for Referring Expression Comprehension CVPR 2026 VisAidMath: Benchmarking Visual-Aided Mathematical Reasoning ACL 2026 VisionLeaf: Entropy-Guided Leaf-First Reasoning for Efficient and Accurate Think-with-Image CVPR 2026 VisRes Bench: On Evaluating the Visual Reasoning Capabilities of VLMs CVPR 2026 Visual Attention Reasoning via Hierarchical Search and Self-Verification ACL 2026 Visually-Guided Policy Optimization for Multimodal Reasoning ACL 2026 VRR-QA: Visual Relational Reasoning in Videos Beyond Explicit Cues CVPR 2026 WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models ACL 2026 What Capable Agents Must Know: Selection Theorems for Robust Decision-Making under Uncertainty UAI 2026 What If Consensus Lies? Selective-Complementary Reinforcement Learning at Test Time ACL 2026 What Makes a Good Curriculum? Disentangling the Effects of Data Ordering on LLM Mathematical Reasoning ACL 2026 When Is Thinking Enough? Early Exit via Sufficiency Assessment for Efficient Reasoning ACL 2026 When Seeing Is not Enough: Revealing the Limits of Active Reasoning in MLLMs ACL 2026 When to Think and When to Look: Uncertainty-Guided Lookback CVPR 2026 Where Paths Split: Localized, Calibrated Control of Moral Reasoning in Large Language Models ACL 2026 Which Reasoning Trajectories Teach Students to Reason Better? A Simple Metric of Informative Alignment ACL 2026 X-NLP at SemEval-2026 Task 12: Prompting LLMs for Abductive Event Reasoning SemEval 2026