【Awesome-Graph-LLM：图网络GNN 大型语言模型(LLM)相关资源列表】
github.com/XiaoxinHe/Awesome-Graph-LLM
Datasets & Benchmarks
- (NAACL 2021) Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced Language Model Pre-training
- (arXiv 2023.05) Can Language Models Solve Graph Problems in Natural Language?
- (arXiv 2023.05) GPT4Graph: Can Large Language Models Understand Graph Structured Data? An Empirical Evaluation and Benchmarking
Prompting
- (AAAI 2022) Enhanced Story Comprehension for Large Language Models through Dynamic Document-Based Knowledge Graphs
- (SIGIR 2023) Schema-aware Reference as Prompt Improves Data-Efficient Knowledge Graph Construction
- (arXiv 2023.04) CodeKGC: Code Language Model for Generative Knowledge Graph Construction
- (arXiv 2023.04) Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Augmented by ChatGPT
- (arXiv 2023.05) StructGPT: A General Framework for Large Language Model to Reason over Structured Data
- (arXiv 2023.05) PiVe: Prompting with Iterative Verification Improving Graph-based Generative Capability of LLMs
Applications
Node Classification
- (arXiv 2023.05) Explanations as Features: LLM-Based Features for Text-Attributed Graphs
KG Completion
- (arXiv 2023.05) Knowledge Graph Completion Models are Few-shot Learners: An Empirical Study of Relation Labeling in E-commerce with LLMs
Common Sense Reasoning
- (EMNLP 2022) Language Models of Code are Few-Shot Commonsense Learners
Others
- (arXiv 2023.03) Ask and You Shall Receive (a Graph Drawing): Testing ChatGPT’s Potential to Apply Graph Layout Algorithms
