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Knowledge Editing

459 papers

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Papers

Towards a Unified Paradigm of Concept Editing in Large Language Models EMNLP 2025
Can Prompts Rewind Time for LLMs? Evaluating the Effectiveness of Prompted Knowledge Cutoffs EMNLP 2025
BIRD: Bronze Inscription Restoration and Dating EMNLP 2025
Does Localization Inform Unlearning? A Rigorous Examination of Local Parameter Attribution for Knowledge Unlearning in Language Models EMNLP 2025
M2Edit: Locate and Edit Multi-Granularity Knowledge in Multimodal Large Language Model EMNLP 2025
OG-RAG: Ontology-grounded retrieval-augmented generation for large language models EMNLP 2025
Revealing and Mitigating the Challenge of Detecting Character Knowledge Errors in LLM Role-Playing EMNLP 2025
MicroEdit: Neuron-level Knowledge Disentanglement and Localization in Lifelong Model Editing EMNLP 2025
BioGraphia: A LLM-Assisted Biological Pathway Graph Annotation Platform EMNLP 2025
EasyEdit2: An Easy-to-use Steering Framework for Editing Large Language Models EMNLP 2025
KMatrix-2: A Comprehensive Heterogeneous Knowledge Collaborative Enhancement Toolkit for Large Language Model EMNLP 2025
Enabling Self-Improving Agents to Learn at Test Time With Human-In-The-Loop Guidance EMNLP 2025
Generating Spatial Knowledge Graphs from Automotive Diagrams for Question Answering EMNLP 2025
STACKFEED: Structured Textual Actor-Critic Knowledge base editing with FEEDback EMNLP 2025
Perovskite-LLM: Knowledge-Enhanced Large Language Models for Perovskite Solar Cell Research EMNLP 2025
Not Every Token Needs Forgetting: Selective Unlearning Balancing Forgetting and Utility in Large Language Models EMNLP 2025
GenPoE: Generative Passage-level Mixture of Experts for Knowledge Enhancement of LLMs EMNLP 2025
Forget for Get: A Lightweight Two-phase Gradient Method for Knowledge Editing in Large Language Models EMNLP 2025
StepKE: Stepwise Knowledge Editing for Multi-Hop Question Answering EMNLP 2025
MAGIC: A Multi-Hop and Graph-Based Benchmark for Inter-Context Conflicts in Retrieval-Augmented Generation EMNLP 2025
Enhancing LLM Knowledge Learning through Generalization EMNLP 2025
KoLEG: On-the-Fly Korean Legal Knowledge Editing with Continuous Retrieval EMNLP 2025
STEAM: A Semantic-Level Knowledge Editing Framework for Large Language Models EMNLP 2025
Data Doping or True Intelligence? Evaluating the Transferability of Injected Knowledge in LLMs EMNLP 2025
DPF-CM: A Data Processing Framework with Privacy-Preserving Vector Databases for Chinese Medical LLMs Training and Deployment EMNLP 2025