Knowledge Editing

GeoEdit: Geometric Knowledge Editing for Large Language Models EMNLP 2025 Grahak-Nyay: Consumer Grievance Redressal through Large Language Models AACL 2025 Graph Counselor: Adaptive Graph Exploration via Multi-Agent Synergy to Enhance LLM Reasoning ACL 2025 Has this Fact been Edited? Detecting Knowledge Edits in Language Models NAACL 2025 HeadMap: Locating and Enhancing Knowledge Circuits in LLMs ICLR 2025 How new data permeates LLM knowledge and how to dilute it ICLR 2025 Hybrid Annotation for Propaganda Detection: Integrating LLM Pre-Annotations with Human Intelligence ACL 2025 In-Context Editing: Learning Knowledge from Self-Induced Distributions ICLR 2025 Initializing and Retrofitting Key-Value Adaptors for Traceable Model Editing ACL 2025 Investigating Pedagogical Teacher and Student LLM Agents: Genetic Adaptation Meets Retrieval-Augmented Generation Across Learning Styles EMNLP 2025 Is Factuality Enhancement a Free Lunch For LLMs? Better Factuality Can Lead to Worse Context-Faithfulness ICLR 2025 Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data IJCNLP 2025 Joint Knowledge Editing for Information Enrichment and Probability Promotion AAAI 2025 KBAlign: Efficient Self Adaptation on Specific Textual Knowledge Bases EMNLP 2025 KBM: Delineating Knowledge Boundary for Adaptive Retrieval in Large Language Models EMNLP 2025 KELE: Residual Knowledge Erasure for Enhanced Multi-hop Reasoning in Knowledge Editing EMNLP 2025 Keys to Robust Edits: From Theoretical Insights to Practical Advances ACL 2025 KG-CQR: Leveraging Structured Relation Representations in Knowledge Graphs for Contextual Query Retrieval EMNLP 2025 KMatrix-2: A Comprehensive Heterogeneous Knowledge Collaborative Enhancement Toolkit for Large Language Model EMNLP 2025 Knowledge Decoupling via Orthogonal Projection for Lifelong Editing of Large Language Models ACL 2025 Knowledge-driven Scientific Large Language Models AAAI 2025 Knowledge Editing for Multi-Hop Question Answering Using Semantic Analysis IJCAI 2025 Knowledge Editing Induces Underconfidence in Language Models EMNLP 2025 Knowledge Editing through Chain-of-Thought EMNLP 2025 Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question Answering AAAI 2025