Linguistic template extraction for recognizing reader-emotion and emotional resonance writing assistance

Yung Chun Chang, Cen Chieh Chen, Yu Lun Hsieh, Chien Chin Chen, Wen Lian Hsu

研究成果: 書貢獻/報告類型會議貢獻

15 引文 斯高帕斯(Scopus)

摘要

In this paper, we propose a flexible principle-based approach (PBA) for reader-emotion classification and writing assistance. PBA is a highly automated process that learns emotion templates from raw texts to characterize an emotion and is comprehensible for humans. These templates are adopted to predict reader-emotion, and may further assist in emotional resonance writing. Results demonstrate that PBA can effectively detect reader-emotions by exploiting the syntactic structures and semantic associations in the context, thus outperforming wellknown statistical text classification methods and the state-of-the-art reader-emotion classification method. Moreover, writers are able to create more emotional resonance in articles under the assistance of the generated emotion templates. These templates have been proven to be highly interpretable, which is an attribute that is difficult to accomplish in traditional statistical methods.
原文英語
主出版物標題ACL-IJCNLP 2015 - 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, Proceedings of the Conference
發行者Association for Computational Linguistics (ACL)
頁面775-780
頁數6
2
ISBN(電子)9781941643730
出版狀態已發佈 - 2015
對外發佈Yes
事件53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, ACL-IJCNLP 2015 - Beijing, 中国
持續時間: 七月 26 2015七月 31 2015

會議

會議53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, ACL-IJCNLP 2015
國家中国
城市Beijing
期間7/26/157/31/15

ASJC Scopus subject areas

  • Artificial Intelligence
  • Software
  • Language and Linguistics
  • Linguistics and Language

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  • 引用此

    Chang, Y. C., Chen, C. C., Hsieh, Y. L., Chen, C. C., & Hsu, W. L. (2015). Linguistic template extraction for recognizing reader-emotion and emotional resonance writing assistance. 於 ACL-IJCNLP 2015 - 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, Proceedings of the Conference (卷 2, 頁 775-780). Association for Computational Linguistics (ACL).