Reasoning

Graph Reasoning Paradigm: Structured and Symbolic Reasoning with Topology-Aware Reinforcement Learning for Large Language Models ACL 2026 GROKE: Vision-Free Navigation Instruction Evaluation via Graph Reasoning on OpenStreetMap ACL 2026 GroupToM-Bench: Benchmarking Group Theory of Mind and Nonlinear Social Emergence in MLLMs ACL 2026 GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking CVPR 2026 Guideline-Informed MLLM Reasoning for Pathology-Aware Postoperative Prostate CTV Segmentation MIDL 2026 Guidelines as Environments: A World Model Approach to Rule Following ACL 2026 GUIDE: Towards Scalable Advising for Research Ideas ACL 2026 Hard2Verify: A Step-Level Verification Benchmark for Open-Ended Frontier Math ACL 2026 Harnessing Negative Signals: Reinforcement Distillation from Teacher Data for LLM Reasoning ACL 2026 HARPO: Hierarchical Agentic Reasoning for User-Aligned Conversational Recommendation ACL 2026 HCMUSDroneBoys at SemEval-2026 Task 11: Asymmetric Counterfactual Debiasing and Rank-Sensitive Logical Invariance Adaptation for Syllogistic Reasoning SemEval 2026 HCMUS RepeatedGames at SemEval-2026 Task 12: CausalRAG: Synergizing Causal Graph Retrieval and Extended LoRA for Abductive Reasoning SemEval 2026 HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment ACL 2026 Hear you are: Teaching LLMs Spatial Reasoning with Vision and Spatial Sound CVPR 2026 HHU-SyLo at SemEval-2026 Task 11: Logic in the Loop – Hybridizing LLMs and Theorem Provers for Robust Formal Reasoning SemEval 2026 Hilbert-Geo: Solving Solid Geometric Problems by Neural-Symbolic Reasoning CVPR 2026 Hint2Gen: Bridging Understanding and Generation via Code-structured Hints CVPR 2026 HopWeaver: Cross-Document Synthesis of High-Quality and Authentic Multi-Hop Questions ACL 2026 How Long Reasoning Chains Influence LLMs’ Judgment of Answer Factuality ACL 2026 How to Train a Real-World Silicon Concierge? Internalizing Complex Business Workflow to Only OneModel ACL 2026 HSCodeComp: A Realistic and Expert-level Agent Benchmark for Hierarchical Rule Application ACL 2026 Human-like Abstract Visual Reasoning via Understanding and Solving Reasoning Loop CVPR 2026 Immediate Inference: The Missing Foundation in Large Language Model Logical Reasoning ACL 2026 Implicit Learning for Reasoning in First-Order Probabilistic Logic UAI 2026 ImReasoner: Improving Memory-based Language Models for Reasoning-in-a-Haystack Tasks ACL 2026