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Knowledge Distillation

503 directly classified papers

Papers per year

Papers

Bridging the Gap: Efficient Cross-Lingual NER in Low-Resource Financial Domain COLING 2025
Hybrid Annotation for Propaganda Detection: Integrating LLM Pre-Annotations with Human Intelligence ACL 2025
Investigating the Transferability of Code Repair for Low-Resource Programming Languages NAACL 2025
Dianchi at SemEval-2025 Task 11: Multilabel Emotion Recognition via Orthogonal Knowledge Distillation ACL 2025
Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models ACL 2025
Structured Moral Reasoning in Language Models: A Value-Grounded Evaluation Framework EMNLP 2025
Towards Universal Dataset Distillation via Task-Driven Diffusion CVPR 2025
Towards Stable and Storage-efficient Dataset Distillation: Matching Convexified Trajectory CVPR 2025
OPTICAL: Leveraging Optimal Transport for Contribution Allocation in Dataset Distillation CVPR 2025
Balancing Invariant and Specific Knowledge for Domain Generalization with Online Knowledge Distillation IJCAI 2025
FedCPD:Personalized Federated Learning with Prototype-Enhanced Representation and Memory Distillation IJCAI 2025
Distilling A Universal Expert from Clustered Federated Learning IJCAI 2025
Agentic-R1: Distilled Dual-Strategy Reasoning EMNLP 2025
L4: Mutual Learning Helps Lifelong Language Learning EMNLP 2025
Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences ACL 2025
Teach Small Models to Reason by Curriculum Distillation EMNLP 2025
On Synthesizing Data for Context Attribution in Question Answering ACL 2025
Beyond Logits: Aligning Feature Dynamics for Effective Knowledge Distillation ACL 2025
Don’t Half-listen: Capturing Key-part Information in Continual Instruction Tuning ACL 2025
Safety Alignment via Constrained Knowledge Unlearning ACL 2025
Speed Without Sacrifice: Fine-Tuning Language Models with Medusa and Knowledge Distillation in Travel Applications ACL 2025
A Self-Distillation Recipe for Neural Machine Translation ACL 2025
Emergent Wisdom at BEA 2025 Shared Task: From Lexical Understanding to Reflective Reasoning for Pedagogical Ability Assessment ACL 2025
Henry at BEA 2025 Shared Task: Improving AI Tutor’s Guidance Evaluation Through Context-Aware Distillation ACL 2025
CleanPose: Category-Level Object Pose Estimation via Causal Learning and Knowledge Distillation ICCV 2025