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Online media aim for reaching ever bigger audience and for attracting ever longer attention span. This competition creates an environment that rewards sensational, fake, and toxic news. To help limit their spread and impact, we propose and…

计算与语言 · 计算机科学 2019-08-27 Yoan Dinkov , Ivan Koychev , Preslav Nakov

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 spectacular expansion of the Internet has led to the development of a new research problem in the field of natural language processing: automatic toxic comment detection, since many countries prohibit hate speech in public media. There…

机器学习 · 计算机科学 2020-09-18 Ashwin Geet D'Sa , Irina Illina , Dominique Fohr

Hate speech and toxic comments are a common concern of social media platform users. Although these comments are, fortunately, the minority in these platforms, they are still capable of causing harm. Therefore, identifying these comments is…

计算与语言 · 计算机科学 2020-10-12 João A. Leite , Diego F. Silva , Kalina Bontcheva , Carolina Scarton

Online toxic language causes real harm, especially in regions with limited moderation tools. In this study, we evaluate how large language models handle toxic comments in Serbian, Croatian, and Bosnian, languages with limited labeled data.…

计算与语言 · 计算机科学 2025-06-16 Amel Muminovic , Amela Kadric Muminovic

Online conversations can be toxic and subjected to threats, abuse, or harassment. To identify toxic text comments, several deep learning and machine learning models have been proposed throughout the years. However, recent studies…

机器学习 · 计算机科学 2023-11-09 Md Azim Khan

We introduce the first study of automatic detoxification of Russian texts to combat offensive language. Such a kind of textual style transfer can be used, for instance, for processing toxic content in social media. While much work has been…

Toxicity has become a grave problem for many online communities and has been growing across many languages, including Russian. Hate speech creates an environment of intimidation, discrimination, and may even incite some real-world violence.…

计算与语言 · 计算机科学 2020-10-23 Nadezhda Zueva , Madina Kabirova , Pavel Kalaidin

Social media platforms have a vital role in the modern world, serving as conduits for communication, the exchange of ideas, and the establishment of networks. However, the misuse of these platforms through toxic comments, which can range…

计算与语言 · 计算机科学 2025-06-24 Mukaffi Bin Moin , Pronay Debnath , Usafa Akther Rifa , Rijeet Bin Anis

The problem of online offensive language limits the health and security of online users. It is essential to apply the latest state-of-the-art techniques in developing a system to detect online offensive language and to ensure social justice…

计算与语言 · 计算机科学 2022-03-08 Fatemah Husain , Ozlem Uzuner

The detection of toxic language in the Arabic language has emerged as an active area of research in recent years, and reviewing the existing datasets employed for training the developed solutions has become a pressing need. This paper…

计算与语言 · 计算机科学 2024-01-31 Imene Bensalem , Paolo Rosso , Hanane Zitouni

Online platforms have become an increasingly prominent means of communication. Despite the obvious benefits to the expanded distribution of content, the last decade has resulted in disturbing toxic communication, such as cyberbullying and…

社会与信息网络 · 计算机科学 2023-09-04 Amit Sheth , Valerie L. Shalin , Ugur Kursuncu

The volume of machine-generated content online has grown dramatically due to the widespread use of Large Language Models (LLMs), leading to new challenges for content moderation systems. Conventional content moderation classifiers, which…

计算与语言 · 计算机科学 2026-05-26 Shaz Furniturewala , Arkaitz Zubiaga

In the digital age of today, the internet has become an indispensable platform for people's lives, work, and information exchange. However, the problem of violent text proliferation in the network environment has arisen, which has brought…

计算与语言 · 计算机科学 2024-12-24 Yongsheng Yang , Xiaoying Wang

Model interpretability in toxicity detection greatly profits from token-level annotations. However, currently such annotations are only available in English. We introduce a dataset annotated for offensive language detection sourced from a…

计算与语言 · 计算机科学 2024-06-13 Pia Pachinger , Janis Goldzycher , Anna Maria Planitzer , Wojciech Kusa , Allan Hanbury , Julia Neidhardt

Toxic language includes content that is offensive, abusive, or that promotes harm. Progress in preventing toxic output from large language models (LLMs) is hampered by inconsistent definitions of toxicity. We introduce TRuST, a large-scale…

计算与语言 · 计算机科学 2026-01-07 Berk Atil , Namrata Sureddy , Rebecca J. Passonneau

Toxic comments in online platforms are an unavoidable social issue under the cloak of anonymity. Hate speech detection has been actively done for languages such as English, German, or Italian, where manually labeled corpus has been…

计算与语言 · 计算机科学 2020-05-27 Jihyung Moon , Won Ik Cho , Junbum Lee

Studies have shown that toxic behavior can cause contributors to leave, and hinder newcomers' (especially from underrepresented communities) participation in Open Source Software (OSS) projects. Thus, detection of toxic language plays a…

软件工程 · 计算机科学 2025-01-28 Ramtin Ehsani , Rezvaneh Rezapour , Preetha Chatterjee

The rise of social networks has not only facilitated communication but also allowed the spread of harmful content. Although significant advances have been made in detecting toxic language in textual data, the exploration of concept-based…

计算与语言 · 计算机科学 2025-12-16 Samarth Garg , Divya Singh , Deeksha Varshney , Mamta

Detecting online toxicity has always been a challenge due to its inherent subjectivity. Factors such as the context, geography, socio-political climate, and background of the producers and consumers of the posts play a crucial role in…

社会与信息网络 · 计算机科学 2023-01-18 Tanmay Garg , Sarah Masud , Tharun Suresh , Tanmoy Chakraborty
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