基于双图注意力网络的篇章级散文情绪变化分析方法(A Document-Level Emotion Change Analysis Method Based on DualGATs for Prose)
Li Ailin (李爱琳), Li Yang (李旸), Wang Suge (王素格), Li Shuqi (李书琪)
Abstract
“在散文中,作者的情绪会伴随着文章的段落或者句子发生变化,比如从悲伤到快乐、从喜悦到愤怒。为此,本文构建散文情绪变化数据集,提出一种基于双图注意力网络的多种知识融合的情绪变化分析方法。首先,引入意象知识库,建立融合意象知识的句子表示;其次,构建上下文带权依赖图和语篇带权依赖图,通过融合上下文知识和语篇结构,建立了融合上下文知识、语篇结构的句子表示;同时设计愉悦效价识别层,获得融合愉悦效价信息的句子表示;在此基础上,将以上三者表示进行拼接,通过全连接网络得到最终的情绪变化结果。实验结果表明,本文提出的方法可以有效识别情绪变化,为散文阅读理解中的思想情绪变化类问题的解答提供帮助。”- Anthology ID:
- 2024.ccl-1.38
- Volume:
- Proceedings of the 23rd Chinese National Conference on Computational Linguistics (Volume 1: Main Conference)
- Month:
- July
- Year:
- 2024
- Address:
- Taiyuan, China
- Editors:
- Maosong Sun, Jiye Liang, Xianpei Han, Zhiyuan Liu, Yulan He
- Venue:
- CCL
- SIG:
- Publisher:
- Chinese Information Processing Society of China
- Note:
- Pages:
- 492–503
- Language:
- Chinese
- URL:
- https://preview.aclanthology.org/jlcl-multiple-ingestion/2024.ccl-1.38/
- DOI:
- Cite (ACL):
- Li Ailin, Li Yang, Wang Suge, and Li Shuqi. 2024. 基于双图注意力网络的篇章级散文情绪变化分析方法(A Document-Level Emotion Change Analysis Method Based on DualGATs for Prose). In Proceedings of the 23rd Chinese National Conference on Computational Linguistics (Volume 1: Main Conference), pages 492–503, Taiyuan, China. Chinese Information Processing Society of China.
- Cite (Informal):
- 基于双图注意力网络的篇章级散文情绪变化分析方法(A Document-Level Emotion Change Analysis Method Based on DualGATs for Prose) (Ailin et al., CCL 2024)
- PDF:
- https://preview.aclanthology.org/jlcl-multiple-ingestion/2024.ccl-1.38.pdf