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相关论文: Facilitating Fine-grained Detection of Chinese Tox…

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This paper has been accepted in the NeurIPS 2024 D & B Track. Harmful memes have proliferated on the Chinese Internet, while research on detecting Chinese harmful memes significantly lags behind due to the absence of reliable datasets and…

计算与语言 · 计算机科学 2024-10-04 Junyu Lu , Bo Xu , Xiaokun Zhang , Hongbo Wang , Haohao Zhu , Dongyu Zhang , Liang Yang , Hongfei Lin

Detecting hate speech and offensive language is essential for maintaining a safe and respectful digital environment. This study examines the limitations of state-of-the-art large language models (LLMs) in identifying offensive content…

计算与语言 · 计算机科学 2024-06-19 Yunze Xiao , Yujia Hu , Kenny Tsu Wei Choo , Roy Ka-wei Lee

The proliferation of hate speech has inflicted significant societal harm, with its intensity and directionality closely tied to specific targets and arguments. In recent years, numerous machine learning-based methods have been developed to…

计算与语言 · 计算机科学 2025-07-16 Zewen Bai , Liang Yang , Shengdi Yin , Yuanyuan Sun , Hongfei Lin

The proliferation of hate speech has caused significant harm to society. The intensity and directionality of hate are closely tied to the target and argument it is associated with. However, research on hate speech detection in Chinese has…

计算与语言 · 计算机科学 2025-05-21 Zewen Bai , Shengdi Yin , Junyu Lu , Jingjie Zeng , Haohao Zhu , Yuanyuan Sun , Liang Yang , Hongfei Lin

Despite the considerable efforts being made to monitor and regulate user-generated content on social media platforms, the pervasiveness of offensive language, such as hate speech or cyberbullying, in the digital space remains a significant…

计算与语言 · 计算机科学 2024-04-02 Yunze Xiao , Houda Bouamor , Wajdi Zaghouani

Large language models (LLMs) have been increasingly applied to automated harmful content detection tasks, assisting moderators in identifying policy violations and improving the overall efficiency and accuracy of content review. However,…

计算与语言 · 计算机科学 2025-08-14 Kangwei Liu , Siyuan Cheng , Bozhong Tian , Xiaozhuan Liang , Yuyang Yin , Meng Han , Ningyu Zhang , Bryan Hooi , Xi Chen , Shumin Deng

Detecting toxic content using language models is important but challenging. While large language models (LLMs) have demonstrated strong performance in understanding Chinese, recent studies show that simple character substitutions in toxic…

计算与语言 · 计算机科学 2025-06-02 Shujian Yang , Shiyao Cui , Chuanrui Hu , Haicheng Wang , Tianwei Zhang , Minlie Huang , Jialiang Lu , Han Qiu

Phonetic Cloaking Replacement (PCR), defined as the deliberate use of homophonic or near-homophonic variants to hide toxic intent, has become a major obstacle to Chinese content moderation. While this problem is well-recognized, existing…

计算与语言 · 计算机科学 2025-07-11 Haotan Guo , Jianfei He , Jiayuan Ma , Hongbin Na , Zimu Wang , Haiyang Zhang , Qi Chen , Wei Wang , Zijing Shi , Tao Shen , Ling Chen

With the in-depth integration of mobile Internet and widespread adoption of social platforms, user-generated content in the Chinese cyberspace has witnessed explosive growth. Among this content, the proliferation of toxic comments poses…

音频与语音处理 · 电气工程与系统科学 2026-01-22 Ruixing Ren , Junhui Zhao , Xiaoke Sun , Qiuping Li

Research on harmful meme detection has garnered significant attention, resulting in the development of numerous datasets and methods. However, progress in detecting Chinese harmful memes lags considerably, primarily due to two challenges:…

计算与语言 · 计算机科学 2026-05-26 Weiming Wang , Junyu Lu , Han Wang , Xiaokun Zhang , Zewen Bai , Bo Xu , Liang Yang , Hongfei Lin

Social media platforms have experienced a significant rise in toxic content, including abusive language and discriminatory remarks, presenting growing challenges for content moderation. Some users evade censorship by deliberately disguising…

计算与语言 · 计算机科学 2025-06-06 Xuchen Ma , Jianxiang Yu , Wenming Shao , Bo Pang , Xiang Li

Existing Chinese toxic content detection methods mainly target sentence-level classification but often fail to provide readable and contiguous toxic evidence spans. We propose \textbf{ToxiTrace}, an explainability-oriented method for…

计算与语言 · 计算机科学 2026-04-15 Boyang Li , Hongzhe Shou , Yuanyuan Liang , Jingbin Zhang , Fang Zhou

The proliferation of abusive language in online communications has posed significant risks to the health and wellbeing of individuals and communities. The growing concern regarding online abuse and its consequences necessitates methods for…

计算与语言 · 计算机科学 2025-04-25 Samaneh Hosseini Moghaddam , Kelly Lyons , Cheryl Regehr , Vivek Goel , Kaitlyn Regehr

Threat detection in Natural Language Processing lacks consistent definitions and standardized benchmarks, and is often conflated with broader phenomena such as toxicity, hate speech, or offensive language. In this work, we introduce…

计算与语言 · 计算机科学 2026-05-12 Davide Bruni , Carlo Bardazzi , Maurizio Tesconi

Detoxifying offensive language while preserving the speaker's original intent is a challenging yet critical goal for improving the quality of online interactions. Although large language models (LLMs) show promise in rewriting toxic…

计算与语言 · 计算机科学 2025-05-22 Xintong Wang , Yixiao Liu , Jingheng Pan , Liang Ding , Longyue Wang , Chris Biemann

With the rapid development of Large language models (LLMs), understanding the capabilities of LLMs in identifying unsafe content has become increasingly important. While previous works have introduced several benchmarks to evaluate the…

计算与语言 · 计算机科学 2025-04-15 Hengxiang Zhang , Hongfu Gao , Qiang Hu , Guanhua Chen , Lili Yang , Bingyi Jing , Hongxin Wei , Bing Wang , Haifeng Bai , Lei Yang

Online toxic content has grown into a pervasive phenomenon, intensifying during times of crisis, elections, and social unrest. A significant amount of research has been focused on detecting or analyzing toxic content using machine-learning…

计算与语言 · 计算机科学 2025-09-19 Gautam Kishore Shahi , Tim A. Majchrzak

The proliferation of hate speech on Chinese social media poses urgent societal risks, yet traditional systems struggle to decode context-dependent rhetorical strategies and evolving slang. To bridge this gap, we propose a novel three-stage…

计算与语言 · 计算机科学 2025-12-11 Binglin Wu , Jiaxiu Zou , Xianneng Li

Risk perception is subjective, and youth's understanding of toxic content differs from that of adults. Although previous research has conducted extensive studies on toxicity detection in social media, the investigation of youth's unique…

计算与语言 · 计算机科学 2025-08-05 Yaqiong Li , Peng Zhang , Lin Wang , Hansu Gu , Siyuan Qiao , Ning Gu , Tun Lu

Offensive language detection is increasingly crucial for maintaining a civilized social media platform and deploying pre-trained language models. However, this task in Chinese is still under exploration due to the scarcity of reliable…

计算与语言 · 计算机科学 2022-10-20 Jiawen Deng , Jingyan Zhou , Hao Sun , Chujie Zheng , Fei Mi , Helen Meng , Minlie Huang
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