Note：
View the code for constructing APIMsG in the API folder. View the model code in the APIMsGSum folder. View the human evaluatione in the Human_Evaluation folder. View a detailed comparison of our method with LLM with over billions parameters in the Appendix and view the relevant code in the LLM_billion_param folder.