大模型+图网络, YYDS

【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