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The rapid growth of live-streaming platforms such as Twitch has introduced complex challenges in moderating toxic behavior. Traditional moderation approaches, such as human annotation and keyword-based filtering, have demonstrated utility,…

Computation and Language · Computer Science 2026-02-05 Baktash Ansari , Elias Martin , Afra Mashhadi

Generative AI, including large language models (LLMs) have the potential -- and already are being used -- to increase the speed, scale, and types of unsafe conversations online. LLMs lower the barrier for entry for bad actors to create…

Human-Computer Interaction · Computer Science 2025-07-31 Owen Hoffman , Kangze Peng , Zehua You , Sajid Kamal , Sukrit Venkatagiri

Malicious content generated by large language models (LLMs) can pose varying degrees of harm. Although existing LLM-based moderators can detect harmful content, they struggle to assess risk levels and may miss lower-risk outputs. Accurate…

Computation and Language · Computer Science 2025-03-11 Fan Yin , Philippe Laban , Xiangyu Peng , Yilun Zhou , Yixin Mao , Vaibhav Vats , Linnea Ross , Divyansh Agarwal , Caiming Xiong , Chien-Sheng Wu

Common problems in playing online mobile and computer games were related to toxic behavior and abusive communication among players. Based on different reports and studies, the study also discusses the impact of online hate speech and…

Computation and Language · Computer Science 2024-03-28 Daniel Fesalbon , Arvin De La Cruz , Marvin Mallari , Nelson Rodelas

In the pursuit of developing Large Language Models (LLMs) that adhere to societal standards, it is imperative to detect the toxicity in the generated text. The majority of existing toxicity metrics rely on encoder models trained on specific…

Computation and Language · Computer Science 2024-11-15 Hyukhun Koh , Dohyung Kim , Minwoo Lee , Kyomin Jung

Large language models are increasingly used for creative writing and engagement content, raising safety concerns about the outputs. Therefore, casting humor generation as a testbed, this work evaluates how funniness optimization in modern…

Computation and Language · Computer Science 2025-10-22 Atharvan Dogra , Soumya Suvra Ghosal , Ameet Deshpande , Ashwin Kalyan , Dinesh Manocha

Generating accurate code review comments remains a significant challenge due to the inherently diverse and non-unique nature of the task output. Large language models pretrained on both programming and natural language data tend to perform…

Software Engineering · Computer Science 2024-11-18 Md. Asif Haider , Ayesha Binte Mostofa , Sk. Sabit Bin Mosaddek , Anindya Iqbal , Toufique Ahmed

We examine whether large language models (LLMs) can predict biased decision-making in conversational settings, and whether their predictions capture not only human cognitive biases but also how those effects change under cognitive load. In…

Human-Computer Interaction · Computer Science 2026-02-06 Stephen Pilli , Vivek Nallur

Toxic and antisocial user behavior on social media platforms has received considerable scholarly attention due to its detrimental effects on society. This study takes a holistic perspective on the phenomenon of online toxicity by…

Social and Information Networks · Computer Science 2025-11-24 Lorenzo Alvisi , Victoria Popa , Guglielmo Cola , Serena Tardelli , Maurizio Tesconi

Decentralized communication is becoming an important use case within Web3. On Ethereum, users can repurpose the transaction input data field to embed natural-language messages, commonly known as Input Data Messages (IDMs). However, as IDMs…

Cryptography and Security · Computer Science 2025-10-14 Xihan Xiong , Zhipeng Wang , Qin Wang , William Knottenbelt

Large language models (LLMs) are flexible, personalizable, and available, which makes their use within Intelligent Tutoring Systems (ITSs) appealing. However, that flexibility creates risks: inaccuracies, harmful content, and non-curricular…

Human-Computer Interaction · Computer Science 2024-07-09 Zachary Levonian , Owen Henkel

Although issues of open source software are created to discuss and solve technical problems, conversations can become heated, with discussants getting angry and/or agitated for a variety of reasons, such as poor suggestions or violation of…

Software Engineering · Computer Science 2022-04-04 Isabella Ferreira , Bram Adams , Jinghui Cheng

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…

Computation and Language · Computer Science 2026-01-07 Berk Atil , Namrata Sureddy , Rebecca J. Passonneau

Hate speech has become pervasive in today's digital age. Although there has been considerable research to detect hate speech or generate counter speech to combat hateful views, these approaches still cannot completely eliminate the…

Computation and Language · Computer Science 2023-10-24 Vibhor Agarwal , Yu Chen , Nishanth Sastry

Automated filtering of toxic conversations may help an Open-source software (OSS) community to maintain healthy interactions among the project participants. Although, several general purpose tools exist to identify toxic contents, those may…

Software Engineering · Computer Science 2020-09-22 Jaydeb Sarker , Asif Kamal Turzo , Amiangshu Bosu

The rapid growth of social media platforms has raised significant concerns regarding online content toxicity. When Large Language Models (LLMs) are used for toxicity detection, two key challenges emerge: 1) the absence of domain-specific…

Computation and Language · Computer Science 2025-06-03 Yibo Zhao , Jiapeng Zhu , Can Xu , Yao Liu , Xiang Li

While the widespread deployment of Large Language Models (LLMs) holds great potential for society, their vulnerabilities to adversarial manipulation and exploitation can pose serious safety, security, and ethical risks. As new threats…

Cryptography and Security · Computer Science 2025-09-29 Charankumar Akiri , Harrison Simpson , Kshitiz Aryal , Aarav Khanna , Maanak Gupta

Open Source Software (OSS) has become a very important and crucial infrastructure worldwide because of the value it provides. OSS typically depends on contributions from developers across diverse backgrounds and levels of experience. Making…

Software Engineering · Computer Science 2025-10-08 Elijah Kayode Adejumo , Brittany Johnson

Large Language Models (LLMs) are implicit troublemakers. While they provide valuable insights and assist in problem-solving, they can also potentially serve as a resource for malicious activities. Implementing safety alignment could…

Cryptography and Security · Computer Science 2024-08-27 Haoyu Wang , Bingzhe Wu , Yatao Bian , Yongzhe Chang , Xueqian Wang , Peilin Zhao

Incivility remains a major challenge for online discussion platforms, to such an extent that even conversations between well-intentioned users can often derail into uncivil behavior. Traditionally, platforms have relied on moderators to --…

Human-Computer Interaction · Computer Science 2022-12-06 Jonathan P. Chang , Charlotte Schluger , Cristian Danescu-Niculescu-Mizil