Large Language Models

LazyEviction: Lagged KV Eviction with Attention Pattern Observation for Efficient Long Reasoning ACL 2026 League of LLMs: A Benchmark-Free Paradigm for Mutual Evaluation of Large Language Models ACL 2026 LearnerCoMPASS: Intelligent Tutoring System with Dynamic Cognitive Diagnosis and Multi-Model Path Planning ACL 2026 Learning Diverse Responses with Prefix-Conditioned Supervised Fine-Tuning ACL 2026 Learning from Cognition: Enhancing RL Efficiency for LLM Reasoning via Hierarchical Metacognitive Decomposition and Refinement ACL 2026 Learning from Evolving Training Dynamics: An Entropy-Maximizing Data Curation Strategy for LLM Supervised Post-Training ACL 2026 Learning from the Irrecoverable: Error-Localized Policy Optimization for Tool-Integrated LLM Reasoning ACL 2026 Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory ACL 2026 Learning to Adapt: Self-Improving Web Agent via Cognitive-Aware Exploration CVPR 2026 Learning to Conceal Risk: Controllable Multi-turn Red Teaming for LLMs in the Financial Domain ACL 2026 Learning to Edit Knowledge via Instruction-based Chain-of-Thought Prompting ACL 2026 Learning to See through Illumination Extremes with Event Streaming in Multimodal Large Language Models CVPR 2026 Learning to Think on Hypergraph: HyperCoT for Structure-Guided N-ary Knowledge Graph Completion ACL 2026 Learning Uncertainty from Sequential Internal Dispersion in Large Language Models ACL 2026 Learn Like Humans: Use Meta-cognitive Reflection for Efficient Self-Improvement ACL 2026 Learn to Relax with Large Language Models: Solving Constraint Optimization Problems via Bidirectional Coevolution ACL 2026 LEASH: Adaptive Length Penalty and Reward Shaping for Efficient Large Reasoning Model ACL 2026 LeCoDe: A Benchmark Dataset for Interactive Legal Consultation Dialogue Evaluation ACL 2026 LEDOM: Reverse Language Model ACL 2026 LegalDrill: Diagnosis-Driven Synthesis for Legal Reasoning in Small Language Models ACL 2026 LeLoRA: Learnable Low-Rank Adaptation of Large Language Models ACL 2026 LENS: Latent Precision Inference in Multi-LLM Routing UAI 2026 LENS: LLM-Enabled Narrative Synthesis for Mental Health by Aligning Multimodal Sensing with Language Models ACL 2026 LePREC: Reasoning as Classification over Structured Factors for Assessing Relevance of Legal Issues ACL 2026 Less is More: Improving LLM Reasoning with Minimal Test-Time Intervention ACL 2026