large language model

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition ICCV 2025 Beyond Linear Approximations: A Novel Pruning Approach for Attention Matrix ICLR 2025 Beyond Linear Digital Reading: An LLM-Powered Concept Mapping Approach for Reducing Cognitive Load ACL 2025 Beyond Logits: Aligning Feature Dynamics for Effective Knowledge Distillation ACL 2025 Beyond Memorization: Assessing Semantic Generalization in Large Language Models Using Phrasal Constructions IJCNLP 2025 Beyond Metrics: Evaluating LLMs Effectiveness in Culturally Nuanced, Low-Resource Real-World Scenarios ACL 2025 Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification ICLR 2025 Beyond Numeric Rewards: In-Context Dueling Bandits with LLM Agents ACL 2025 Beyond Online Sampling: Bridging Offline-to-Online Alignment via Dynamic Data Transformation for LLMs EMNLP 2025 Beyond Outlining: Heterogeneous Recursive Planning for Adaptive Long-form Writing with Language Models EMNLP 2025 Beyond Paraphrasing: Analyzing Summarization Abstractiveness and Reasoning EMNLP 2025 Beyond Pointwise Scores: Decomposed Criteria-Based Evaluation of LLM Responses EMNLP 2025 Beyond Profile: From Surface-Level Facts to Deep Persona Simulation in LLMs ACL 2025 Beyond Prompt Engineering: A Reinforced Token-Level Input Refinement for Large Language Models AAAI 2025 Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering ACL 2025 Beyond Reactive Safety: Risk-Aware LLM Alignment via Long-Horizon Simulation ACL 2025 Beyond Self-Reports: Multi-Observer Agents for Personality Assessment in Large Language Models EMNLP 2025 Beyond Semantic Entropy: Boosting LLM Uncertainty Quantification with Pairwise Semantic Similarity ACL 2025 Beyond Similarity: A Gradient-based Graph Method for Instruction Tuning Data Selection ACL 2025 Beyond Single Concept Vector: Modeling Concept Subspace in LLMs with Gaussian Distribution ICLR 2025 Beyond Single Labels: Improving Conversational Recommendation through LLM-Powered Data Augmentation ACL 2025 Beyond Single-User Dialogue: Assessing Multi-User Dialogue State Tracking Capabilities of Large Language Models EMNLP 2025 Beyond Single-Value Metrics: Evaluating and Enhancing LLM Unlearning with Cognitive Diagnosis ACL 2025 Beyond Statistical Analysis: Multimodal Framework for Time Series Forecasting with LLM-Driven Temporal Pattern IJCAI 2025 Beyond Surface-Level Patterns: An Essence-Driven Defense Framework Against Jailbreak Attacks in LLMs ACL 2025