Reasoning

Do Not Step Into the Same River Twice: Learning to Reason from Trial and Error ACL 2026 Downscaling Intelligence: Exploring Perception and Reasoning Bottlenecks in Small Multimodal Models CVPR 2026 DriveCombo: Benchmarking Compositional Traffic Rule Reasoning in Autonomous Driving CVPR 2026 Dual-Cluster Memory Agent: Resolving Multi-Paradigm Ambiguity in Optimization Problem Solving ACL 2026 Dual-View Consistency Testing for Content-Invariant Multilingual Syllogistic Reasoning SemEval 2026 Dynamic Important Example Mining for Reinforcement Finetuning CVPR 2026 Dynamic Long Context Reasoning over Compressed Memory via End-to-End Reinforcement Learning ACL 2026 EA-Agent: A Structured Multi-Step Reasoning Agent for Entity Alignment ACL 2026 EagleVision: A Dual-Stage Framework with BEV-grounding-based Chain-of-Thought for Spatial Intelligence CVPR 2026 EduDiag: A Benchmark for Educational Diagnostic Reasoning with Error Tracing and Correction on Large Multimodal Models CVPR 2026 Efficiently Learning To Reason or Not to Reason: Root-token Policy Optimization for Adaptive Thinking ACL 2026 Efficient Paths and Dense Rewards: Probabilistic Flow Reasoning for Large Language Models ACL 2026 Efficient Prior-Guided Reasoning for Robust Retrieval-Augmented Generation under Conflicts ACL 2026 Efficient Process Reward Modeling via Contrastive Mutual Information ACL 2026 Efficient Test-Time Scaling of Multi-Step Reasoning by Probing Internal States of Large Language Models ACL 2026 Ellat at SemEval-2026 Task 11: Comparing Encoder and Decoder Models for Syllogistic Reasoning SemEval 2026 Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks ACL 2026 Empirical Analysis of Decoding Biases in Masked Diffusion Models ACL 2026 Enhancing Agentic Textual Graph Retrieval with Synthetic Stepwise Supervision ACL 2026 Envision, Attend, Then Respond: Counterfactual Hallucination Mitigation in Large Vision-Language Models CVPR 2026 EpiCaR: Knowing What You Don’t Know Matters for Better Reasoning in LLMs ACL 2026 EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action Pruning ACL 2026 Escaping the Echo Trap: On Credit Assignment Failure in Multi-turn LLM Self-Reflection ACL 2026 Evaluating Legal Reasoning Traces with Legal Issue Tree Rubrics ACL 2026 Evaluating LLMs on Large-Scale Graph Property Estimation via Random Walks ACL 2026