Large Language Models

Reallocating Attention Across Layers to Reduce Multimodal Hallucination CVPR 2026 REAL: REtrieval-reAsoning and Logic-constructed Attention Behaviors for Long-Context KV Cache Compression ACL 2026 Reason-Code: Reliable Code Generation via Test-Driven Monte Carlo Tree Search ACL 2026 Reasoning Gets Harder for LLMs Inside A Dialogue ACL 2026 ReasoningGuard: Safeguarding Large Reasoning Models with Inference-time Safety Aha Moments ACL 2026 Reasoning Is Not All You Need: Examining LLMs for Multi-Turn Mental Health Conversations ACL 2026 Reasoning over Precedents Alongside Statutes: Case-Augmented Deliberative Alignment for LLM Safety ACL 2026 Reasoning Palette: Modulating Reasoning via Latent Contextualization for Controllable Exploration for (V)LMs CVPR 2026 Reasoning Structure Matters for Safety Alignment of Reasoning Models ACL 2026 Reasoning Traces Shape Outputs but Models Won’t Say So ACL 2026 Reasoning While Asking: Transforming Reasoning Large Language Models from Passive Solvers to Proactive Inquirers ACL 2026 Reasoning with OmniThought: A Large CoT Dataset with Verbosity and Cognitive Difficulty Annotations ACL 2026 ReCreate: Reasoning and Creating Domain Agents Driven by Experience ACL 2026 RedCoder: Automated Multi-Turn Red Teaming for Code LLMs ACL 2026 RedOne 2.0: Rethinking Domain-specific LLM Post-Training in Social Networking Services ACL 2026 Red Teaming Large Reasoning Models ACL 2026 ReEfBench: Quantifying the Reasoning Efficiency of LLMs ACL 2026 ReEx-SQL: Reasoning with Execution-Aware Reinforcement Learning for Text-to-SQL ACL 2026 ReFAct: Empowering Multimodal Web Agents with Visual and Context Focusing CVPR 2026 Refer-Agent: A Collaborative Multi-Agent System with Reasoning and Reflection for Referring Video Object Segmentation CVPR 2026 Reflection in the Dark: Exposing and Escaping the Black Box in Reflective Prompt Optimization ACL 2026 REFLEX: Self-Refining Explainable Fact-Checking via Verdict-Anchored Style Control ACL 2026 ReFL: Reflective Feedback Learning for Hallucination Detection of Large Language Models ACL 2026 ReGATE: Learning Faster and Better with Fewer Tokens in MLLMs ACL 2026 Reinforced Efficient Reasoning via Semantically Diverse Exploration ACL 2026