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融合显性知识和隐性知识的古诗情感分析

赵宇兰 万广文 刘忠宝

北京大学学报(自然科学版)2025,Vol.61Issue(3):420-430,11.
北京大学学报(自然科学版)2025,Vol.61Issue(3):420-430,11.DOI:10.13209/j.0479-8023.2025.002

融合显性知识和隐性知识的古诗情感分析

Sentiment Analysis of Chinese Ancient Poetry by Fusing Explicit Knowledge and Implicit Knowledge

赵宇兰 1万广文 2刘忠宝2

作者信息

  • 1. 山西工程科技职业大学信息工程学院,晋中,030619
  • 2. 北京语言大学信息科学学院,北京 100083
  • 折叠

摘要

Abstract

By fully utilizing the features of poetry text and related knowledge,this paper proposes a model SACAP for sentiment analysis of Chinese ancient poems integrating explicit knowledge and implicit knowledge.On the one hand,the model extracts deep semantic features from poetry text,and on the other hand,on the basis of constructing a knowledge base of Chinese ancient poetry,it designs a multidimensional attention mechanism to extract features from Chinese ancient poetry knowledge.The sentiment of Chinese ancient poetry can be determined by taking both features into consideration.The experimental results show that the proposed model performs better than existing models and the explicit knowledge plays much more important role,compared with implicit knowledge.

关键词

情感分析/注意力机制/显性知识/隐性知识/中国古诗

Key words

sentiment analysis/attention mechanism/explicit knowledge/implicit knowledge/Chinese ancient poetry

引用本文复制引用

赵宇兰,万广文,刘忠宝..融合显性知识和隐性知识的古诗情感分析[J].北京大学学报(自然科学版),2025,61(3):420-430,11.

基金项目

国家社科基金重点项目(23AZD047)和2022年山西省教育科学"十四五"规划课题(GH-220313)资助 (23AZD047)

北京大学学报(自然科学版)

OA北大核心

0479-8023

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