App. Res. of Comp. Accepted Paper
Vol. 41, 2024 No. 10

Emotional blackmail utterance detection system based on Chinese text similarity evaluation

Lin Wensheng
Yang Guanci
Zhong Shihao
Key Laboratory of Advanced Manufacturing Technology of the Ministry of Education, Guizhou University, Guiyang 550025, China
DOI: 10.19734/j.issn.1001-3695.2024.02.0052

Abstract

Emotional blackmail is a way of communication that forces people around them to listen to their requirements by emotional pressure. It can easily lead to negative emotions and even psychological problems of the other side, then affect the communication effect. In order to detect emotional blackmail utterance in daily communication scenarios and improve the communication effect, this paper developed an emotional blackmail utterance detection system based on Chinese text similarity evaluation. Firstly, this paper labelled the collected data based on Susan Forward 's emotional blackmail theory, and constructed an emotional blackmail corpus and a test set. Secondly, this paper analyzed the expression modes of emotional blackmail, and designed text similarity evaluation methods based on part of speech and semantic words respectively, then formed an emotional blackmail utterance detection algorithm based on Chinese text similarity evaluation. Thirdly, this paper carried out experiments on the constructed datasets. The average Recall and F1-score of the proposed algorithm are 95.21% and 79.95% respectively, which are better than the compared algorithms. Finally, this paper integrated an emotional blackmail utterance detection prototype system based on the proposed algorithm. Under different testing conditions, system test results show that the average Recall is 87.24%, which shows good robustness and detection performance.

Foundation Support

国家自然科学基金项目(62373116、62163007)
贵州省科技计划项目(黔科合支撑[2023]一般118、黔科合平台人才[2020]6007-2)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2024.02.0052
Publish at: Application Research of Computers Accepted Paper, Vol. 41, 2024 No. 10

Publish History

[2024-07-05] Accepted Paper

Cite This Article

林文晟, 杨观赐, 钟世昊. 基于中文文本相似度评估的情感勒索话语检测系统 [J]. 计算机应用研究, 2024, 41 (10). (2024-07-12). https://doi.org/10.19734/j.issn.1001-3695.2024.02.0052. (Lin Wensheng, Yang Guanci , Zhong Shihao. Emotional blackmail utterance detection system based on Chinese text similarity evaluation [J]. Application Research of Computers, 2024, 41 (10). (2024-07-12). https://doi.org/10.19734/j.issn.1001-3695.2024.02.0052. )

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  • Application Research of Computers Monthly Journal
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    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

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