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Knowledge Editing

459 directly classified papers

Papers per year

Papers

BMIKE-53: Investigating Cross-Lingual Knowledge Editing with In-Context Learning ACL 2025
The Mirage of Model Editing: Revisiting Evaluation in the Wild ACL 2025
Learning to Solve Domain-Specific Calculation Problems with Knowledge-Intensive Programs Generator NAACL 2025
Perovskite-LLM: Knowledge-Enhanced Large Language Models for Perovskite Solar Cell Research 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
Active Domain Knowledge Acquisition with 100-Dollar Budget: Enhancing LLMs via Cost-Efficient, Expert-Involved Interaction in Sensitive Domains EMNLP 2025
KBAlign: Efficient Self Adaptation on Specific Textual Knowledge Bases EMNLP 2025
Robust Knowledge Editing via Explicit Reasoning Chains for Distractor-Resilient Multi-Hop QA EMNLP 2025
Resolving UnderEdit & OverEdit with Iterative & Neighbor-Assisted Model Editing EMNLP 2025
Avoiding Knowledge Edit Skipping in Multi-hop Question Answering with Guided Decomposition EMNLP 2025
CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners EMNLP 2025
SHA256 at SemEval-2025 Task 4: Selective Amnesia – Constrained Unlearning for Large Language Models via Knowledge Isolation ACL 2025
FaithUn: Toward Faithful Forgetting in Language Models by Investigating the Interconnectedness of Knowledge EMNLP 2025
Enhancing LLM Knowledge Learning through Generalization EMNLP 2025
Investigating Pedagogical Teacher and Student LLM Agents: Genetic Adaptation Meets Retrieval-Augmented Generation Across Learning Styles EMNLP 2025
Generating Domain-Specific Knowledge Graphs from Large Language Models ACL 2025
GeoEdit: Geometric Knowledge Editing for Large Language Models EMNLP 2025
Paths Not Taken: Understanding and Mending the Multilingual Factual Recall Pipeline EMNLP 2025
Revealing and Mitigating the Challenge of Detecting Character Knowledge Errors in LLM Role-Playing EMNLP 2025
Lifelong Knowledge Editing for Vision Language Models with Low-Rank Mixture-of-Experts CVPR 2025
Editing Across Languages: A Survey of Multilingual Knowledge Editing EMNLP 2025
CUTN_Bio at BioLaySumm: Multi-Task Prompt Tuning with External Knowledge and Readability adaptation for Layman Summarization ACL 2025
Context-Robust Knowledge Editing for Language Models ACL 2025