{"title":"基于深度学习的高校学术论文评价创新方法","authors":"Jinhang Liu","doi":"10.1109/AIAM54119.2021.00097","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":227320,"journal":{"name":"2021 3rd International Conference on Artificial Intelligence and Advanced Manufacture (AIAM)","volume":"25 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Innovative Evaluation Method of Academic Papers in Colleges and Universities Based on Deep Learning\",\"authors\":\"Jinhang Liu\",\"doi\":\"10.1109/AIAM54119.2021.00097\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"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.\",\"PeriodicalId\":227320,\"journal\":{\"name\":\"2021 3rd International Conference on Artificial Intelligence and Advanced Manufacture (AIAM)\",\"volume\":\"25 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 3rd International Conference on Artificial Intelligence and Advanced Manufacture (AIAM)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/AIAM54119.2021.00097\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 3rd International Conference on Artificial Intelligence and Advanced Manufacture (AIAM)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/AIAM54119.2021.00097","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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.