Reasoning

SEF-CLGC at SemEval-2026 Task 11: Logical Notation Impact on Language Model Performance SemEval 2026 SeLaR: Selective Latent Reasoning in Large Language Models ACL 2026 Self-Consistency for LLM-Based Motion Trajectory Generation and Verification CVPR 2026 Self-Reflective Generation at Test Time ACL 2026 Self-SoftCoT: A Self-Consistent Framework via Position-Aware Latent Space Reinforcement Learning ACL 2026 Semantic-Aware Logical Reasoning via a Semiotic Framework ACL 2026 SemEval-2026 Task 11: Disentangling Content and Formal Reasoning in Large Language Models SemEval 2026 SemEval-2026 Task 12: Abductive Event Reasoning: Towards Real-World Event Causal Inference for Large Language Models SemEval 2026 SemEval-2026 Task 12: Knowledge Graph with hyperbolic embedding in Abductive Event Reasoning SemEval 2026 Sense and Sensitivity: Examining the Influence of Semantic Recall on Long Context Code Understanding ACL 2026 Sense and Sensitivity: “Reasoning” Models are More Robust, but can Diverge from Human Consensus in a Legal Interpretation Task CoNLL 2026 SHAPE: Stage-aware Hierarchical Advantage via Potential Estimation for LLM Reasoning ACL 2026 Shuttle Between Symbolic Instructions and Neural Parameters of Large Language Models ACL 2026 Simple-VGC: Enhancing Visual Grounding in Multimodal Reasoning via Adaptive Tool Composition ACL 2026 Skill-Aware Data Selection and Fine-Tuning for Data-Efficient Reasoning Distillation ACL 2026 SLR: Automated Synthesis for Scalable Logical Reasoning ACL 2026 SMART: Evaluating LLMs’ Mathematical Reasoning via a Human Cognitive Process-Inspired Benchmark ACL 2026 Solve-Detect-Verify: Inference-Time Scaling with Flexible Generative Verifier ACL 2026 SpaceTools: Tool-Augmented Spatial Reasoning via Double Interactive RL CVPR 2026 Spatial-Agent: Agentic Geo-spatial Reasoning with Scientific Core Concepts ACL 2026 SpatiaLQA: A Benchmark for Evaluating Spatial Logical Reasoning in Vision-Language Models CVPR 2026 SpatialStack: Layered Geometry-Language Fusion for 3D VLM Spatial Reasoning CVPR 2026 SpatialTree: How Spatial Intelligence Branches Out in MLLMs CVPR 2026 SpyComet at SemEval-2026 Task 11: When Adversarial Debiasing Backfires - A Comparison of Data-Level and Model-Level Debiasing SemEval 2026 STAR-R1: Multi-View Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs CVPR 2026