Knowledge Distillation

A Simple yet Effective ΔΔ G Predictor is An Unsupervised Antibody Optimizer and Explainer ICLR 2025 Aspect-Based Sentiment Analysis with Syntax-Opinion-Sentiment Reasoning Chain COLING 2025 A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs CVPR 2025 A Strategic Coordination Framework of Small LMs Matches Large LMs in Data Synthesis ACL 2025 Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models ACL 2025 A Survey of LLM-Based Applications in Programming Education: Balancing Automation and Human Oversight EMNLP 2025 A Survey on Efficient Large Language Model Training: From Data-centric Perspectives ACL 2025 ATAS: Any-to-Any Self-Distillation for Enhanced Open-Vocabulary Dense Prediction ICCV 2025 AugKD: Ingenious Augmentations Empower Knowledge Distillation for Image Super-Resolution ICLR 2025 Augmenting Compliance-Guaranteed Customer Service Chatbots: Context-Aware Knowledge Expansion with Large Language Models EMNLP 2025 Augmenting Moment Retrieval: Zero-Dependency Two-Stage Learning ICCV 2025 A Unifying Perspective on Model Reuse: From Small to Large Pre-Trained Models IJCAI 2025 Automated Decision-Making on Networks with LLMs through Knowledge-Guided Evolution IJCAI 2025 Automotive Document Labeling Using Large Language Models EMNLP 2025 Autoregressive Distillation of Diffusion Transformers CVPR 2025 Balancing Forget Quality and Model Utility: A Reverse KL-Divergence Knowledge Distillation Approach for Better Unlearning in LLMs NAACL 2025 Balancing Invariant and Specific Knowledge for Domain Generalization with Online Knowledge Distillation IJCAI 2025 Basic Reading Distillation ACL 2025 BayesKD: Bayesian Knowledge Distillation for Compact LLMs in Constrained Fine-tuning Scenarios ACL 2025 BcQLM: Efficient Vision-Language Understanding with Distilled Q-Gated Cross-Modal Fusion EMNLP 2025 Best Practices for Distilling Large Language Models into BERT for Web Search Ranking COLING 2025 Beyond Autoregression: Fast LLMs via Self-Distillation Through Time ICLR 2025 Beyond Logits: Aligning Feature Dynamics for Effective Knowledge Distillation ACL 2025 Beyond Output Matching: Bidirectional Alignment for Enhanced In-Context Learning ACL 2025 Beyond Single Labels: Improving Conversational Recommendation through LLM-Powered Data Augmentation ACL 2025