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深度学习中文本相似度计算研究综述

徐传丽 周世杰 吴春江

计算机应用与软件2024,Vol.41Issue(11):1-14,14.
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

徐传丽 1周世杰 1吴春江1

作者信息

  • 1. 电子科技大学信息与软件工程学院 四川 成都 610054
  • 折叠

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)

计算机应用与软件

OA北大核心CSTPCD

1000-386X

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