Knowledge Editing

Knowledge Graph and Large Language Model for Metabolomics AAAI 2025 Knowledge Graph Finetuning Enhances Knowledge Manipulation in Large Language Models ICLR 2025 Knowledge Graph Unlearning with Schema COLING 2025 Knowledge in Superposition: Unveiling the Failures of Lifelong Knowledge Editing for Large Language Models AAAI 2025 Knowledge Localization: Mission Not Accomplished? Enter Query Localization! ICLR 2025 KoLEG: On-the-Fly Korean Legal Knowledge Editing with Continuous Retrieval EMNLP 2025 Language Modeling with Editable External Knowledge NAACL 2025 Learning from Hallucinations: Mitigating Hallucinations in LLMs via Internal Representation Intervention IJCNLP 2025 Learning to Refuse: Towards Mitigating Privacy Risks in LLMs COLING 2025 Learning to Solve Domain-Specific Calculation Problems with Knowledge-Intensive Programs Generator NAACL 2025 Leveraging External Knowledge Bases: Analyzing Presentation Methods and Their Impact on Model Performance NAACL 2025 LiDARR: Linking Document AMRs with Referents Resolvers ACL 2025 Lifelong Knowledge Editing for Vision Language Models with Low-Rank Mixture-of-Experts CVPR 2025 Lifelong Knowledge Editing requires Better Regularization EMNLP 2025 Lifelong Model Editing with Graph-Based External Memory ACL 2025 LLaVA Needs More Knowledge: Retrieval Augmented Natural Language Generation with Knowledge Graph for Explaining Thoracic Pathologies AAAI 2025 LLM Braces: Straightening Out LLM Predictions with Relevant Sub-Updates ACL 2025 LLM Unlearning via Loss Adjustment with Only Forget Data ICLR 2025 LyapLock: Bounded Knowledge Preservation in Sequential Large Language Model Editing EMNLP 2025 M2Edit: Locate and Edit Multi-Granularity Knowledge in Multimodal Large Language Model EMNLP 2025 MAGIC: A Multi-Hop and Graph-Based Benchmark for Inter-Context Conflicts in Retrieval-Augmented Generation EMNLP 2025 Meetalk: Retrieval-Augmented and Adaptively Personalized Meeting Summarization with Knowledge Learning from User Corrections ACL 2025 MEMIT-Merge: Addressing MEMIT’s Key-Value Conflicts in Same-Subject Batch Editing for LLMs ACL 2025 Memorization vs. Reasoning: Updating LLMs with New Knowledge ACL 2025 Memorizing is Not Enough: Deep Knowledge Injection Through Reasoning ACL 2025