Large Language Models

Not All Queries Need Deep Thought: CoFiCot for Adaptive Coarse-to-fine Stateful Refinement UAI 2026 Not All Tokens Matter: Towards Efficient LLM Reasoning via Token Significance in Reinforcement Learning ACL 2026 OASIS: Mitigating Harmful Fine-tuning Attacks on LLMs via Orthogonal and Adaptive Safety Alignment Strategy ACL 2026 Observations and Remedies for Large Language Model Bias in Self-Consuming Performative Loop ACL 2026 OCP: Outlier-Centric Probing for Dynamic Structured Pruning of LLMs ACL 2026 OCR-Memory: Optical Context Retrieval for Long-Horizon Agent Memory ACL 2026 OctoMed: Data Recipes for State-of-the-Art Multimodal Medical Reasoning CVPR 2026 Octopus: History-Free Gradient Orthogonalization for Continual Learning in Multimodal Large Language Models CVPR 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 ODUTQA-MDC: A Task for Open-Domain Underspecified Tabular QA with Multi-turn Dialogue-based Clarification ACL 2026 OLA: Output Language Alignment in Code-Switched LLM Interactions ACL 2026 OmniDocLayout: Towards Diverse Document Layout Generation via Coarse-to-Fine LLM Learning CVPR 2026 Omni-MMSI: Toward Identity-attributed Social Interaction Understanding CVPR 2026 OmniOData: Unleashing Small Language Models for OData Query Generation with Synthetic Data and Reinforcement Learning ACL 2026 OmniZip: Audio-Guided Dynamic Token Compression for Fast Omnimodal Large Language Models CVPR 2026 One and Only at SemEval-2026 Task 2: Evaluating Zero-Shot Autonomous LLM Agents and Heuristic Proxies in Ecological Affect Forecasting SemEval 2026 One Battle After Another: Probing LLMs’ Limits on Multi-Turn Instruction Following with a Benchmark Evolving Framework ACL 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 One Pair Suffices: Unlocking Universal Zero-Shot Translation via Cross-Architecture Alignment ACL 2026 One Persona, Many Cues, Different Results: How Sociodemographic Cues Impact LLM Personalization 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 One Tokenizer To Rule Them All: Emergent Language Plasticity via Multilingual Tokenizers ACL 2026