Reasoning

Inferring Events from Time Series using Language Models ACL 2026 Injecting Context via Situation Working Memory for Logical Reasoning with LLMs ACL 2026 InsLogicBench: An Argumentation Logic Grounded Benchmark for Complex Insurance Claims Adjudication ACL 2026 Interleaved Latent Visual Reasoning with Selective Perceptual Modeling ACL 2026 Investigating More Explainable and Partition-Free Compositionality Estimation for LLMs: A Rule-Generation Perspective ACL 2026 IPR-1: Interactive Physical Reasoner CVPR 2026 IRIS: Interleaved Reinforcement with Incremental Staged Curriculum for Cross-Lingual Mathematical Reasoning ACL 2026 Is Chain-of-Thought Really Not Explainability? Chain-of-Thought Can Be Faithful without Hint Verbalization ACL 2026 IterCOMP: Reasoning-aware Adaptive Prompt Compression for Multi-hop Question Answering ACL 2026 It’s High Time: A Survey of Temporal Question Answering ACL 2026 j10official at SemEval-2026 Task 1: Neurosymbolic Humor Generation via GTVH-Guided LLM Decomposition SemEval 2026 J4R: Learning to Judge with Equivalent Initial State Group Relative Policy Optimization ACL 2026 KDW at SemEval-2026 Task 12: Logic-Driven Distillation with Knowledge Graphs for Efficient Abductive Reasoning SemEval 2026 Keep it SymPL: Symbolic Projective Layout for Allocentric Spatial Reasoning in Vision-Language Models CVPR 2026 Knowledge-to-Verification: Exploring RLVR for LLMs in Knowledge-Intensive Domains ACL 2026 Knowledge Vector of Logical Reasoning in Large Language Models ACL 2026 KnowMe-Bench: Benchmarking Person Understanding for Lifelong Digital Companions ACL 2026 Lakksh at SemEval-2026 Task 11(1 & 2): Neuro-Symbolic Decomposition to Mitigate Content Bias in Syllogistic Reasoning SemEval 2026 Language Models Learn Universal Representations of Numbers and Here’s Why You Should Care ACL 2026 Language Statistics and False Belief Reasoning: Evidence from 41 Open-Weight LMs ACL 2026 LASAR: Towards Spatio-temporal Reasoning with Latent Cognitive Map CVPR 2026 Latent Implicit Visual Reasoning CVPR 2026 LCR-RAG: Enhancing Logical Consistency in Retrieval-Augmented Generation via Neuro-symbolic Reinforcement Learning ACL 2026 Learning from Cognition: Enhancing RL Efficiency for LLM Reasoning via Hierarchical Metacognitive Decomposition and Refinement ACL 2026 Learning from the Irrecoverable: Error-Localized Policy Optimization for Tool-Integrated LLM Reasoning ACL 2026