Reasoning

MUR: Momentum Uncertainty guided Reasoning for Large Language Models ACL 2026 MuSe: Multi-Stage Graph Reasoning via Vision-Language Models ACL 2026 NeuReasoner: Towards Explainable, Controllable, and Unified Reasoning via Mixture-of-Neurons ACL 2026 NoisyCausal: A Benchmark for Evaluating Causal Reasoning Under Structured Noise ACL 2026 Not All Queries Need Deep Thought: CoFiCot for Adaptive Coarse-to-fine Stateful Refinement UAI 2026 OctoTools: A Multi-Agent Framework with Extensible Tools for Complex Reasoning ACL 2026 ODL-TempLLM: Ontology-Guided and Description Logic-Reasoned Temporal Reasoning with LLMs ACL 2026 OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Models ACL 2026 Omni-MMSI: Toward Identity-attributed Social Interaction Understanding CVPR 2026 One Cognitive Loop Is Enough: SODA unlocks Pure-Text Spatial Reasoning in Large Language Models ACL 2026 On Emergent Social World Models — Evidence for Functional Integration of Theory of Mind and Pragmatic Reasoning in Language Models ACL 2026 OneRec-Think: In-Text Reasoning for Generative Recommendation ACL 2026 One Refiner to Unlock Them All: Inference-Time Reasoning Elicitation via Reinforcement Query Refinement ACL 2026 On the Emergence and Test-Time Use of Structural Information in Large Language Models ACL 2026 OpenMMReasoner: Pushing the Frontiers in Multimodal Reasoning with an Open and General Recipe CVPR 2026 Optimizing against Infeasible Inclusions from Data for Semantic Segmentation through Morphology WACV 2026 OseiBrefo-Liang at SemEval-2026 Task 12: Hybrid Causal Knowledge Graphs and Neural-Symbolic Policy Optimisation for Abductive Event Reasoning SemEval 2026 Outcome-Grounded Advantage Reshaping for Fine-Grained Credit Assignment in Mathematical Reasoning ACL 2026 PACE: Predictive Adaptive Context Extraction for Long-Horizon LLM Agents ACL 2026 PaCoRe: Learning to Scale Test-Time Compute with Parallel Coordinated Reasoning ACL 2026 pamaldi at SemEval-2026 Task 11: Neuro-Symbolic Syllogistic Reasoning via LLM-Guided Structure Extraction and Deterministic Validation SemEval 2026 PAM: Enhancing General Alignment of Large Reasoning Models through Priority-Aware Metacognition ACL 2026 PAR2-RAG: Planned Active Retrieval and Reasoning for Multi-Hop Question Answering ACL 2026 Paradise at SemEval-2026 Task 12: Leveraging Instruction-Tuned Large Language Models with Chain-of-Thought Prompting for Abductive Event Reasoning SemEval 2026 Parallel Test-Time Scaling for Latent Reasoning Models ACL 2026