Reasoning

Beyond Meta-Reasoning: Metacognitive Consolidation for Self-Improving LLM Reasoning ACL 2026 Beyond Self-Report: Bridging the Intention-Behavior Gap in Critical Thinking Assessment via Interpretable Multi-Agent System ACL 2026 Beyond the Last Frame: Process-aware Evaluation for Generative Video Reasoning ACL 2026 Beyond the Panorama: Training-Free Hierarchical Perception-Reasoning for Fine-Grained Vision in MLLMs ACL 2026 Beyond Timestamps: Bridging Forward and Backward Reasoning in Temporal Numerical and Relational Understanding ACL 2026 BiMind: A Dual-Head Reasoning Model with Attention-Geometry Adapter for Incorrect Information Detection ACL 2026 Birds of a Feather Reason Together: Gestalt Grouping Meets Neuro-Symbolic Inference UAI 2026 Boosting Reasoning in Large Multimodal Models via Activation Replay CVPR 2026 Boosting Self-Consistency with Ranking ACL 2026 BracketRank: Large Language Model Document Ranking via Reasoning-based Competitive Elimination ACL 2026 Breaking the Regional Perception Bottleneck of Multimodal Large Language Models via External Reasoning Framework CVPR 2026 Breaking the Reward Barrier: Accelerating Tree-of-Thought Reasoning via Speculative Exploration OSDI 2026 CADMate: Generating CAD Assembly Plan with Geometric Chain-of-Thought and Spatial Physical Rewards ACL 2026 Calibration-Aware Policy Optimization for Reasoning LLMs ACL 2026 Can Activation Steering Generalize Across Languages? A Study on Syllogistic Reasoning in Language Models EACL 2026 Can LLMs Act as Historians? Evaluating Historical Research Capabilities of LLMs via the Chinese Imperial Examination ACL 2026 Can LLMs Learn to Map the World from Local Descriptions? ACL 2026 Can Reasoning Path still be Effective as Input? Bridging Post-Reasoning to Chain-of-Thought Compression ACL 2026 CAPruner: Conceptual-Adjacent Scene Graph Pruner for Enhancing 3D Spatial Reasoning of Large Language Models ACL 2026 CARE What Fails: Contrastive Anchored-REflection for Verifiable Multimodal Reasoning CVPR 2026 CausalMinds at SemEval-2026 Task 12: Simple Fine-Tuning with Option Shuffling Outperforms Complex Pipelines for Abductive Event Reasoning SemEval 2026 Challenging the Boundaries of Reasoning: An Olympiad-Level Math Benchmark for Large Language Models ACL 2026 ChartVerse: Scaling Chart Reasoning via Reliable Programmatic Synthesis from Scratch ACL 2026 CheckRLM: Effective Knowledge–Thought Coherence Checking in Retrieval-Augmented Reasoning ACL 2026 ChemReason-Bench: Benchmarking Large Language Models for Procedural Reasoning in Experimental Chemistry ACL 2026