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Knowledge Editing

180 directly classified papers

Papers per year

Papers

WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models NIPS 2024

Spectral Editing of Activations for Large Language Model Alignment NIPS 2024

Reasons and Solutions for the Decline in Model Performance after Editing NIPS 2024

Learning to Edit: Aligning LLMs with Knowledge Editing ACL 2024

Forgetting before Learning: Utilizing Parametric Arithmetic for Knowledge Updating in Large Language Models ACL 2024

TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful Space ACL 2024

Investigating Multi-Hop Factual Shortcuts in Knowledge Editing of Large Language Models ACL 2024

Mitigating Biases for Instruction-following Language Models via Bias Neurons Elimination ACL 2024

Chat Vector: A Simple Approach to Equip LLMs with Instruction Following and Model Alignment in New Languages ACL 2024

Cross-Lingual Knowledge Editing in Large Language Models ACL 2024

MULFE: A Multi-Level Benchmark for Free Text Model Editing ACL 2024

Cutting Off the Head Ends the Conflict: A Mechanism for Interpreting and Mitigating Knowledge Conflicts in Language Models ACL 2024

MIKE: A New Benchmark for Fine-grained Multimodal Entity Knowledge Editing ACL 2024

Model Editing by Standard Fine-Tuning ACL 2024

DistillMIKE: Editing Distillation of Massive In-Context Knowledge Editing in Large Language Models ACL 2024

Large Language Models Relearn Removed Concepts ACL 2024

InfuserKI: Enhancing Large Language Models with Knowledge Graphs via Infuser-Guided Knowledge Integration EMNLP 2024

A Framework of Knowledge Graph-Enhanced Large Language Model Based on Question Decomposition and Atomic Retrieval EMNLP 2024

DYNAMICQA: Tracing Internal Knowledge Conflicts in Language Models EMNLP 2024

Discovering Knowledge-Critical Subnetworks in Pretrained Language Models EMNLP 2024

LEMoE: Advanced Mixture of Experts Adaptor for Lifelong Model Editing of Large Language Models EMNLP 2024

RepMatch: Quantifying Cross-Instance Similarities in Representation Space EMNLP 2024

Commonsense Knowledge Editing Based on Free-Text in LLMs EMNLP 2024

Understanding Information Storage and Transfer in Multi-Modal Large Language Models NIPS 2024

The Empirical Impact of Neural Parameter Symmetries, or Lack Thereof NIPS 2024