Reasoning

ParaSuite: Boosting LLM Reasoning via Paradox Resolution ACL 2026 PARSE: Part-Aware Relational Spatial Modeling CVPR 2026 PaT: Planning-after-Trial for Efficient Test-Time Code Generation ACL 2026 Perception, Understanding and Reasoning: A Multimodal Benchmark for Video Fake News Detection ACL 2026 Perceptual-Evidence Anchored Reinforced Learning for Multimodal Reasoning CVPR 2026 PICTURE: Enhancing Theory-of-Mind in Large Language Models by Revealing, Not Hiding, Characters’ Lack of Knowledge ACL 2026 PILOT: Planning via Internalized Latent Optimization Trajectories for Large Language Models ACL 2026 Placing Puzzle Pieces Where They Matter: A Question Augmentation Framework for Reinforcement Learning ACL 2026 PPA-Plan: Proactive Pitfall Avoidance for Reliable Planning in Long-Context LLM Reasoning ACL 2026 PRBench: Large-Scale Expert Rubrics for Evaluating High-Stakes Professional Reasoning ACL 2026 Presupposition and Reasoning in Conditionals: A Theory-Based Study of Humans and LLMs CoNLL 2026 PRIME: A Process-Outcome Alignment Benchmark for Verifiable Reasoning in Mathematics and Engineering ACL 2026 Probabilistic Concept Graph Reasoning for Multimodal Misinformation Detection CVPR 2026 Probing and Bridging Geometry-Interaction Cues for Affordance Reasoning in Vision Foundation Models CVPR 2026 ProgressLM: Towards Progress Reasoning in Vision-Language Models ACL 2026 Prompt-Level Distillation: A Non-Parametric Alternative to Model Fine-Tuning for Efficient Reasoning ACL 2026 Proofbusters at SemEval-2026 Task 11: Neuro-Symbolic Syllogistic Reasoning via LLM-Guided Structure Extraction and Deterministic Validation SemEval 2026 Proof-of-Perception: Certified Tool-Using Multimodal Reasoning with Compositional Conformal Guarantees CVPR 2026 Psyche-R1: Towards Reliable Psychological LLMs through Unified Empathy, Expertise, and Reasoning ACL 2026 PUPPET: Neural-Symbolic Standardized Patients for Mental Health ACL 2026 QuantumQA: Enhancing Scientific Reasoning via Physics-Consistent Dataset and Verification-Aware Reinforcement Learning ACL 2026 R1-RE: Cross-Domain Relation Extraction with RLVR ACL 2026 R2IF: Aligning Reasoning with Decisions via Composite Rewards for Interpretable LLM Function Calling ACL 2026 R³A: Reinforced Reasoning for Relevance Assessment for RAG in User-Generated Content Platforms ACL 2026 R3: End-to-End Reasoning-based Planning for Multi-step Retrosynthesis via Reinforcement Learning ACL 2026