Knowledge-Injection-Paper-List

Prompt-based methods

• KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction

• Ontology-enhanced Prompt-tuning for Few-shot Learning

• KiPT: Knowledge-injected Prompt Tuning for Event Detection

• Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding

• Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback

Model Editing

• Do Language Models Have Beliefs? Methods for Detecting, Updating, and Visualizing Model Beliefs

• BeliefBank: Adding Memory to a Pre-Trained Language Model for a Systematic Notion of Belief

• Editable neural networks

• KINS: Knowledge Injection via Network Structuring

• Modifying Memories in Transformer Models

• Memory-Based Model Editing at Scale

• Editing Factual Knowledge in Language Models

• Locating and Editing Factual Associations in GPT

• Transformer Feed-Forward Layers Are Key-Value Memories

• Mass-Editing Memory in a Transformer

• Fast Model Editing at Scale

Adapter-based methods

• Kformer: Knowledge Injection in Transformer Feed-Forward Layers

• Plug-and-Play Knowledge Injection for Pre-trained Language Models

• Common Sense or World Knowledge? Investigating Adapter-Based Knowledge Injection into Pretrained Transformers

• The Effectiveness of Masked Language Modeling and Adapters for Factual Knowledge Injection

Others

Evaluation

• Evaluation of ChatGPT as a Question Answering System for Answering Complex Questions