计算机应用研究2024，Vol.41Issue(10)：3073-3080,8.DOI:10.19734/j.issn.1001-3695.2024.02.0052
基于中文文本相似度评估的情感勒索话语检测系统
Emotional blackmail utterance detection system based on Chinese text similarity evaluation
摘要
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 com-munication 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 construc-ted 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 emo-tional blackmail utterance detection algorithm based on Chinese text similarity evaluation.Thirdly,this paper carried out ex-periments on the constructed datasets.The average recall and F1-score of the proposed algorithm are 95.21％and 79.95％re-spectively,which are better than the compared algorithms.Finally,this paper integrated an emotional blackmail utterance de-tection 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.关键词
智能系统/情感勒索话语检测/文本表达方式/相似度评估Key words
intelligent system/emotional blackmail utterance detection/expression modes of text/similarity evaluation分类
信息技术与安全科学引用本文复制引用
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):3073-3080,8.基金项目
国家自然科学基金资助项目(62373116,62163007) （62373116,62163007）
贵州省科技计划资助项目(黔科合支撑[2023]一般118,黔科合平台人才[2020]6007-2) （黔科合支撑[2023]一般118,黔科合平台人才[2020]6007-2）
