Reasoning

From Detection to Understanding: Multi-Turn Reasoning for Video Misinformation Analysis ACL 2026 From Factuality to Meta-Factivity: A Cognitive Blueprint for Trustworthy LLMs ACL 2026 From Global to Factor-Wise Expert Composition in Discrete Diffusion Models UAI 2026 From Indoor to Open World: Revealing the Spatial Reasoning Gap in MLLMs CVPR 2026 From Laboratory to Real-World Applications: Benchmarking Agentic Code Reasoning at the Repository Level ACL 2026 From Pixels to Policies: Reinforcing Spatial Reasoning in Language Models for Content-Aware Layout Design ACL 2026 From Proof to Program: Characterizing Tool-Induced Reasoning Hallucinations in Large Language Models ACL 2026 From Trajectories to Graphs: Contract-Checked Editing for Verifier-Guided LLM Reasoning ACL 2026 From Where Things Are to What They Are For: Benchmarking Spatial-Functional Intelligence in Multimodal LLMs CVPR 2026 FROST: Factual Reasoning via Optimized Stochastic Trajectories in Large Language Models during Inference ACL 2026 FusionFlow: Enabling Deep Structural Exploration for Automated Agentic Workflow Generation ACL 2026 G2RPO-A: Guided Group Relative Policy Optimization with Adaptive Guidance ACL 2026 Gained in Translation: Privileged Pairwise Judges Enhance Multilingual Reasoning ACL 2026 Generate, Analyze, and Refine: Training-Free Sound Source Localization via MLLM Meta-Reasoning CVPR 2026 GeoAgent: Learning to Geolocate Everywhere with Reinforced Geographic Characteristics CVPR 2026 Geoint-R1: Formalizing Multimodal Geometric Reasoning with Dynamic Auxiliary Constructions CVPR 2026 GeoLaux: A Benchmark for Evaluating MLLMs’ Geometry Performance on Long-Step Problems Requiring Auxiliary Lines ACL 2026 Geometrically-Constrained Agent for Spatial Reasoning CVPR 2026 GeoRC: A Benchmark for Geolocation Reasoning Chains ACL 2026 GeoViS: Geospatially Rewarded Visual Search for Remote Sensing Visual Grounding CVPR 2026 GGBench: A Geometric Generative Reasoning Benchmark for Unified Multimodal Models CVPR 2026 GheGheGhe at SemEval-2026 Task 11: Decoupling Logic from Belief with Bias-Targeted Fine-Tuning and Neuro-Symbolic Syllogistic Reasoning SemEval 2026 GigitAI at SemEval-2026 Task 11: Hybrid Symbolic-Neural Approach for Syllogistic Validity Classification SemEval 2026 GLARE: Agentic Reasoning for Legal Judgment Prediction ACL 2026 Grammar Search for Multi-Agent Systems ACL 2026