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Large technology firms face the problem of moderating content on their online platforms for compliance with laws and policies. To accomplish this at the scale of billions of pieces of content per day, a combination of human and machine…

Applications · Statistics 2023-06-14 Xuan Yang , Andrew J Smart , Daniel Theron

With the development of information technology, there is an explosive growth in the number of online comment concerning news, blogs and so on. The massive comments are overloaded, and often contain some misleading and unwelcome information.…

Computation and Language · Computer Science 2018-08-23 Deli Chen , Shuming Ma , Pengcheng Yang , Xu Sun

Transformer-based Neural Language Models achieve state-of-the-art performance on various natural language processing tasks. However, an open question is the extent to which these models rely on word-order/syntactic or word…

Computation and Language · Computer Science 2024-03-05 Vasudevan Nedumpozhimana , John D. Kelleher

Content moderation plays a critical role in shaping safe and inclusive online environments, balancing platform standards, user expectations, and regulatory frameworks. Traditionally, this process involves operationalising policies into…

Probabilistic models can learn users' preferences from the history of their item adoptions on a social media site, and in turn, recommend new items to users based on learned preferences. However, current models ignore psychological factors…

Information Retrieval · Computer Science 2013-11-07 Jeon-Hyung Kang , Kristina Lerman

The increasing volume of online discussions requires advanced automatic content moderation to maintain responsible discourse. While hate speech detection on social media is well-studied, research on German-language newspaper forums remains…

Computation and Language · Computer Science 2025-05-28 Felix Krejca , Tobias Kietreiber , Alexander Buchelt , Sebastian Neumaier

Comments of online articles provide extended views and improve user engagement. Automatically making comments thus become a valuable functionality for online forums, intelligent chatbots, etc. This paper proposes the new task of automatic…

Computation and Language · Computer Science 2018-05-14 Lianhui Qin , Lemao Liu , Victoria Bi , Yan Wang , Xiaojiang Liu , Zhiting Hu , Hai Zhao , Shuming Shi

Offensive and abusive language is a pressing problem on social media platforms. In this work, we propose a method for transforming offensive comments, statements containing profanity or offensive language, into non-offensive ones. We design…

Computation and Language · Computer Science 2020-11-03 Minh Tran , Yipeng Zhang , Mohammad Soleymani

Social media platforms moderate content for each user by incorporating the outputs of both platform-wide content moderation systems and, in some cases, user-configured personal moderation preferences. However, it is unclear (1) how end…

Human-Computer Interaction · Computer Science 2025-06-13 Shagun Jhaver , Alice Qian Zhang , Quanze Chen , Nikhila Natarajan , Ruotong Wang , Amy Zhang

Social media platforms provide users the freedom of expression and a medium to exchange information and express diverse opinions. Unfortunately, this has also resulted in the growth of abusive content with the purpose of discriminating…

Computation and Language · Computer Science 2021-07-01 Sohail Akhtar , Valerio Basile , Viviana Patti

What are the limits of automated Twitter sentiment classification? We analyze a large set of manually labeled tweets in different languages, use them as training data, and construct automated classification models. It turns out that the…

Computation and Language · Computer Science 2021-08-31 Igor Mozetic , Miha Grcar , Jasmina Smailovic

Accurately estimating how users respond to moderation interventions is paramount for developing effective and user-centred moderation strategies. However, this requires a clear understanding of which user characteristics are associated with…

Computers and Society · Computer Science 2025-10-24 Benedetta Tessa , Alejandro Moreo , Stefano Cresci , Tiziano Fagni , Fabrizio Sebastiani

Robot-moderated group discussions have the potential to facilitate engaging and productive interactions among human participants. Previous work on topic management in conversational agents has predominantly focused on human engagement and…

Robotics · Computer Science 2025-04-04 Georgios Hadjiantonis , Sarah Gillet , Marynel Vázquez , Iolanda Leite , Fethiye Irmak Dogan

Framing theory posits that how information is presented shapes audience responses, but computational work has largely ignored audience reactions. While recent work showed that article framing systematically shapes the content of reader…

Computation and Language · Computer Science 2026-04-22 Matteo Guida , Yulia Otmakhova , Eduard Hovy , Lea Frermann

Topic models jointly learn topics and document-level topic distribution. Extrinsic evaluation of topic models tends to focus exclusively on topic-level evaluation, e.g. by assessing the coherence of topics. We demonstrate that there can be…

Computation and Language · Computer Science 2017-06-19 Shraey Bhatia , Jey Han Lau , Timothy Baldwin

News headline generation is an essential problem of text summarization because it is constrained, well-defined, and is still hard to solve. Models with a limited vocabulary can not solve it well, as new named entities can appear regularly…

Computation and Language · Computer Science 2020-05-06 Ilya Gusev

Sentiment classification is widely used for product reviews and in online social media such as forums, Twitter, and blogs. However, the problem of classifying the sentiment of user comments on news sites has not been addressed yet. News…

Computation and Language · Computer Science 2015-06-12 Prakhar Biyani , Cornelia Caragea , Narayan Bhamidipati

This paper focuses on the development of an advanced intelligent article scoring system that not only assesses the overall quality of written work but also offers detailed feature-based scoring tailored to various article genres. By…

Computation and Language · Computer Science 2024-10-21 Chihang Wang , Yuxin Dong , Zhenhong Zhang , Ruotong Wang , Shuo Wang , Jiajing Chen

With the growth of social media and large language models, content moderation has become crucial. Many existing datasets lack adequate representation of different groups, resulting in unreliable assessments. To tackle this, we propose a…

Computation and Language · Computer Science 2024-12-19 Shanu Kumar , Gauri Kholkar , Saish Mendke , Anubhav Sadana , Parag Agrawal , Sandipan Dandapat

The status-quo of misinformation moderation is a central authority, usually social platforms, deciding what content constitutes misinformation and how it should be handled. However, to preserve users' autonomy, researchers have explored…

Human-Computer Interaction · Computer Science 2024-03-19 Farnaz Jahanbakhsh , David R. Karger