Automatic text summarization technology aims to extract key information from text, improve reading efficiency, and transition from single to multi-document summarization. Graph neural networks (GNN) have been successfully applied to process long text inputs, uncover hidden information, and enhance summary quality. GNN has significantly advanced automatic text summarization by improving abstract generation compared to traditional methods.