Knowledge Editing

ALEX:A Light Editing-knowledge Extractor AAAI 2026 Argumentation and Judgement Factors: LLM-based Discovery and Application in Insurance Disputes EACL 2026 A Robust Unlearning Method with Adaptive Knowledge Guidance and Memory Preservation AAAI 2026 Beyond Memorization: A Rigorous Evaluation Framework for Medical Knowledge Editing EACL 2026 Beyond Superficial Forgetting: Thorough Unlearning Through Knowledge Density Estimation and Block Re-Insertion AAAI 2026 Can Editing LLMs Inject Harm? AAAI 2026 CLICKER: Cross-Lingual Knowledge Editing via In-Context Learning with Adaptive Stepwise Reasoning EACL 2026 Cross-Modal Unlearning via Influential Neuron Path Editing in Multimodal Large Language Models AAAI 2026 EchoEdit: Consistent Multi-Hop Question Answering via Ripple Control in Knowledge Editing AAAI 2026 Editing as Unlearning: Are Knowledge Editing Methods Strong Baselines for Large Language Model Unlearning? AAAI 2026 Editing Is a Bargaining Game: Balanced Knowledge Editing in Large Language Models AAAI 2026 ESG-KG: A Multi-modal Knowledge Graph System for Automated Compliance Assessment EACL 2026 From Corpus to Concept Scheme: Developing a SKOS Vocabulary for Armenian Epigraphic Heritage EACL 2026 Graph RAG for Automated Short Answer Grading with Feedback: Bridging Pedagogical Needs and Technical Capabilities AAAI 2026 Hierarchical User Intent Inference with Knowledge Graph Grounding EACL 2026 Hybrid-DMKG: A Hybrid Reasoning Framework over Dynamic Multimodal Knowledge Graphs for Multimodal Multihop QA with Knowledge Editing AAAI 2026 Linking Knowledge to Care: Knowledge Graph-Augmented Medical Follow-Up Question Generation EACL 2026 LLMs as Cultural Archives: Cultural Commonsense Knowledge Graph Extraction EACL 2026 MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models AAAI 2026 MIDB: Multilingual Instruction Data Booster for Enhancing Cultural Equality in Multilingual Instruction Synthesis AAAI 2026 Mitigating Error Accumulation in Knowledge Editing for Multi-Hop Question Answering AAAI 2026 Model Editing as a Double-Edged Sword: Steering Agent Behavior Toward Beneficence or Harm AAAI 2026 Multi-granularity Temporal Knowledge Editing over Large Language Models AAAI 2026 MultiMedBench: A Scenario-Aware Benchmark for Evaluating Knowledge Editing in Medical VQA AAAI 2026 Multi-Modal Fact Knowledge Generation for Imbalanced Cross-Source Entity Alignment AAAI 2026