Reasoning

0704mis at SemEval-2026 Task 11: Single-Call Joint Abstraction for Robust Neuro-Symbolic Retrieval SemEval 2026 AAPO: Enhancing the Reasoning Capabilities of LLMs with Advantage Margin ACL 2026 AbstractReasoner at SemEval-2026 Task 11: Reducing Content Effects via Knowledge Distillation and Structured Reasoning Prompts SemEval 2026 Accurate Legal Reasoning at Scale: Neuro-Symbolic Offloading and Structural Auditability for Robust Legal Adjudication ACL 2026 Achieving Multi-Hop Calculation and Safe Abstention in Financial Numerical Reasoning by Metric Graph Constrained LLMs ACL 2026 A Comprehensive Survey of Process Reward Models: Data Generation, Model Construction, and Usage ACL 2026 Act2See: Emergent Active Visual Perception for Video Reasoning CVPR 2026 ADAPT: Benchmarking Commonsense Planning under Unspecified Affordance Constraints ACL 2026 Adaptive Retrieval for Reasoning ACL 2026 Ada-RS: Adaptive Rejection Sampling for Selective Thinking ACL 2026 A Dual-Task Paradigm to Investigate Sentence Comprehension Strategies in Language Models ACL 2026 Advancing Reasoning in Diffusion Language Models with Denoising Process Rewards ACL 2026 AgentCoMa: A Compositional Benchmark Mixing Commonsense and Mathematical Reasoning in Real-World Scenarios ACL 2026 Agentic Oversight via Dialectic Reasoning ACL 2026 Agentic Very Long Video Understanding ACL 2026 AI4PC-Howard University at SemEval-2026 Task 12: Evidence-Guided Abductive Scoring with Option-Conditioned Retrieval and Constrained LLM Evaluation SemEval 2026 AICOE-Tredence at SemEval-2026 Task 11: Mitigating Content Bias in Syllogisms via Symbolic Logic-Language Decoupling SemEval 2026 AIDA-SEAT: Towards Reliable AI Doctor Assistant via State-Evaluation-Action Tree Enhanced LLMs in Online Hospital ACL 2026 AILS-NTUA at SemEval-2026 Task 12: Graph-Based Retrieval and Reflective Prompting for Abductive Event Reasoning SemEval 2026 AIPO: Adaptive Information Guided Token-Level Reinforcement Learning for Large Language Model Reasoning ACL 2026 Algorithmic Thinking Theory COLT 2026 All Roads Lead to Rome: Incentivizing Divergent Thinking in Vision-Language Models CVPR 2026 AMusE: Audio-Visual Benchmark and Alignment Framework for Agentic Multi-Speaker Understanding CVPR 2026 Analysis of the Neglect-Zero Effect in Large Language Models ACL 2026 Analyzing and Internalizing Complex Policy Documents for LLM Agents ACL 2026