Knowledge Editing

DocMEdit: Towards Document-Level Model Editing ACL 2025 Does Localization Inform Unlearning? A Rigorous Examination of Local Parameter Attribution for Knowledge Unlearning in Language Models EMNLP 2025 Does Time Have Its Place? Temporal Heads: Where Language Models Recall Time-specific Information ACL 2025 DPF-CM: A Data Processing Framework with Privacy-Preserving Vector Databases for Chinese Medical LLMs Training and Deployment EMNLP 2025 Dynamic Retriever for In-Context Knowledge Editing via Policy Optimization EMNLP 2025 EasyEdit2: An Easy-to-use Steering Framework for Editing Large Language Models EMNLP 2025 Editing Across Languages: A Survey of Multilingual Knowledge Editing EMNLP 2025 Editing Memories Through Few Targeted Neurons AAAI 2025 Edit Once, Update Everywhere: A Simple Framework for Cross-Lingual Knowledge Synchronization in LLMs ACL 2025 Efficient Knowledge Editing via Minimal Precomputation ACL 2025 ELDER: Enhancing Lifelong Model Editing with Mixture-of-LoRA AAAI 2025 Enabling Self-Improving Agents to Learn at Test Time With Human-In-The-Loop Guidance EMNLP 2025 Enhancing LLM Knowledge Learning through Generalization EMNLP 2025 Enrich-on-Graph: Query-Graph Alignment for Complex Reasoning with LLM Enriching EMNLP 2025 Everything is Editable: Extend Knowledge Editing to Unstructured Data in Large Language Models ICLR 2025 Explore What LLM Does Not Know in Complex Question Answering AAAI 2025 Exploring Model Editing for LLM-based Aspect-Based Sentiment Classification AAAI 2025 FaithUn: Toward Faithful Forgetting in Language Models by Investigating the Interconnectedness of Knowledge EMNLP 2025 FedLEKE: Federated Locate-then-Edit Knowledge Editing for Multi-Client Collaboration ACL 2025 Forget for Get: A Lightweight Two-phase Gradient Method for Knowledge Editing in Large Language Models EMNLP 2025 Forget the Token and Pixel: Rethinking Gradient Ascent for Concept Unlearning in Multimodal Generative Models ACL 2025 From Evasion to Concealment: Stealthy Knowledge Unlearning for LLMs ACL 2025 Generating Domain-Specific Knowledge Graphs from Large Language Models ACL 2025 Generating Spatial Knowledge Graphs from Automotive Diagrams for Question Answering EMNLP 2025 GenPoE: Generative Passage-level Mixture of Experts for Knowledge Enhancement of LLMs EMNLP 2025