计算机应用与软件2024,Vol.41Issue(11):1-14,14.DOI:10.3969/j.issn.1000-386x.2024.11.001
深度学习中文本相似度计算研究综述
REVIEW OF TEXTUAL SIMILARITY CALCULATION IN DEEP LEARNING
摘要
Abstract
Textual similarity calculation is one of the most important tasks of natural language processing.By summing up and analyzing the classical methods and the latest developments,the text representation and textual similarity calculation in deep learning were summarized and reviewed comprehensively.Due to the development of social networks,short textual similarity calculation,an important subtask has been derived.For each module,this paper sorted out the related technologies and theoretical foundations of textual similarity calculation,and summarized their specific applications and improvements in short texts.This paper summed up the common data sets and evaluation indexes in the field of textual similarity calculation.Some possible directions of textual similarity calculation were pointed out.关键词
文本表示/文本相似度/短文本/自然语言处理/神经网络Key words
Text representation/Text similarity/Short text/Natural language processing/Neural network分类
信息技术与安全科学引用本文复制引用
徐传丽,周世杰,吴春江..深度学习中文本相似度计算研究综述[J].计算机应用与软件,2024,41(11):1-14,14.基金项目
四川省科技厅重大专项(2019YFG0399,2020YFG0460) (2019YFG0399,2020YFG0460)
四川省科技厅重点研发项目(2019YFG0505). (2019YFG0505)