Large Language Models

Adaptive Constraint Propagation: Scaling Structured Inference for Large Language Models via Meta-Reinforcement Learning ACL 2026 Adaptive Instruction Composition for Automated LLM Red-Teaming ACL 2026 Adaptive Prompt Structure Factorization: A Framework for Self-Discovering and Optimizing Compositional Prompt Programs ACL 2026 Adaptive Spatial and Temporal Redundancy Optimization for Efficient Reasoning in Large Language Models ACL 2026 Adaptive Text2GQL: Integrating Structural Twig Linking and Evolutionary In-Context Learning ACL 2026 Ada-RS: Adaptive Rejection Sampling for Selective Thinking ACL 2026 AdaSpark: Adaptive Sparsity for Efficient Long-Video Understanding CVPR 2026 Addressing the Ecological Fallacy in Larger LMs with Human Context CoNLL 2026 AdvancedIF: Rubric-Based Benchmarking and Reinforcement Learning for Advancing LLM Instruction Following ACL 2026 Adversarial Style Optimization: Enhancing VLM Jailbreaks by GRPO-based Stylistic Triggers Optimization CVPR 2026 ADVICE: Answer-Dependent Verbalized Confidence Estimation ACL 2026 AEA: Adaptive Expert Allocation Improves Sentence Embeddings from Mixture-of-Experts LLM ACL 2026 Agent4FaceForgery: Multi-Agent LLM Framework for Realistic Face Forgery Detection CVPR 2026 AgentAsk: Multi-Agent Systems Need to Ask ACL 2026 Agent-based Substructure Counting under Local Differential Privacy ACL 2026 AgentCoMa: A Compositional Benchmark Mixing Commonsense and Mathematical Reasoning in Real-World Scenarios ACL 2026 AgentFactory: A Self-Evolving Framework Through Executable Subagent Accumulation and Reuse ACL 2026 AgentGL: Towards Agentic Graph Learning with LLMs via Reinforcement Learning ACL 2026 AgentGym2: Benchmarking Large Language Model Agents in De-Idealized Real-World Environments ACL 2026 Agentic CLEAR: Automating Multi-Level Evaluation of LLM Agents ACL 2026 Agentic Context Strategies for Multi-Format Document Understanding: When Should Language Models Use Tools? ACL 2026 Agentic Economic Modeling ACL 2026 Agentic Memory: Learning Unified Long-Term and Short-Term Memory Management for Large Language Model Agents ACL 2026 Agentic Oversight via Dialectic Reasoning ACL 2026 AgenticQwen: Training Small Agentic Language Models with Dual Data Flywheels for Industrial-Scale Tool Use ACL 2026