Innovative Evaluation Method of Academic Papers in Colleges and Universities Based on Deep Learning

As a form of knowledge, thesis is a staged result of scientific research. It is of great value to make full use of artificial intelligence and its deep learning and other ways to establish a scientific innovation system of evaluation for academic papers. In the innovation evaluation of academic papers in colleges and universities, the data models of various knowledge elements contained in academic papers are constructed by establishing the characteristics of academic papers. By extracting innovative sentences to construct a sentence-level corpus of academic papers, based on innovative knowledge elements and conclusion knowledge unit data models, innovative sentences and concluding sentences are instantiated. It is an effective attempt to analyze and train the evaluation mode and characteristics of excellent papers by deep learning method.