Knowledge Editing

Relation Also Knows: Rethinking the Recall and Editing of Factual Associations in Auto-Regressive Transformer Language Models AAAI 2025 Revealing the Deceptiveness of Knowledge Editing: A Mechanistic Analysis of Superficial Editing ACL 2025 Robust Knowledge Editing via Explicit Reasoning Chains for Distractor-Resilient Multi-Hop QA EMNLP 2025 RuleEdit: Towards Rule-Level Knowledge Generalization to Mitigate Over-Editing in Large Language Models ACL 2025 Sculpting Memory: Multi-Concept Forgetting in Diffusion Models via Dynamic Mask and Concept-Aware Optimization ICCV 2025 Serial Lifelong Editing via Mixture of Knowledge Experts ACL 2025 SRM-LLM: Semantic Relationship Mining with LLMs for Temporal Knowledge Graph Extrapolation EMNLP 2025 STACKFEED: Structured Textual Actor-Critic Knowledge base editing with FEEDback EMNLP 2025 STEAM: A Semantic-Level Knowledge Editing Framework for Large Language Models EMNLP 2025 Structure-aware Domain Knowledge Injection for Large Language Models ACL 2025 SWEA: Updating Factual Knowledge in Large Language Models via Subject Word Embedding Altering AAAI 2025 The Knowledge Microscope: Features as Better Analytical Lenses than Neurons ACL 2025 The Mirage of Model Editing: Revisiting Evaluation in the Wild ACL 2025 Think and Recall: Layer-Level Prompting for Lifelong Model Editing EMNLP 2025 Towards a Principled Evaluation of Knowledge Editors ACL 2025 Towards Data Contamination Detection for Modern Large Language Models: Limitations, Inconsistencies, and Oracle Challenges COLING 2025 Towards Robust and Scalable Knowledge Editing in Text-to-Image Diffusion Models ACML 2025 UNLEARN Efficient Removal of Knowledge in Large Language Models NAACL 2025 Unlearning Concepts in Diffusion Model via Concept Domain Correction and Concept Preserving Gradient AAAI 2025 Veracity: An Open-Source AI Fact-Checking System IJCAI 2025 Adaptive Token Biaser: Knowledge Editing via Biasing Key Entities EMNLP 2024 A Framework of Knowledge Graph-Enhanced Large Language Model Based on Question Decomposition and Atomic Retrieval EMNLP 2024 Aligning Large Language Models with Representation Editing: A Control Perspective NeurIPS 2024 A Unified Framework for Model Editing EMNLP 2024 Better Call SAUL: Fluent and Consistent Language Model Editing with Generation Regularization EMNLP 2024