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In this research, we study the change in the performance of machine learning (ML) classifiers when various linguistic preprocessing methods of a dataset were used, with the specific focus on linguistically-backed embeddings in Convolutional…

Computation and Language · Computer Science 2022-06-07 Juuso Eronen , Michal Ptaszynski , Fumito Masui , Gniewosz Leliwa , Michal Wroczynski , Mateusz Piech , Aleksander Smywinski-Pohl

The increase of connectivity and the impact it has in every day life is raising new and existing security problems that are becoming important for social good. We introduce two particular problems: cyber attack attribution and regulatory…

Cryptography and Security · Computer Science 2017-05-03 Erisa Karafili , Antonis C. Kakas , Nikolaos I. Spanoudakis , Emil C. Lupu

In order to combat the creation and spread of harmful content online, this paper defines and contextualizes the concept of inauthentic, societal-scale manipulation by malicious actors. We review the literature on societally harmful content…

This paper addresses the important problem of discerning hateful content in social media. We propose a detection scheme that is an ensemble of Recurrent Neural Network (RNN) classifiers, and it incorporates various features associated with…

Computation and Language · Computer Science 2019-07-05 Georgios K. Pitsilis , Heri Ramampiaro , Helge Langseth

The pervasiveness of abusive content on the internet can lead to severe psychological and physical harm. Significant effort in Natural Language Processing (NLP) research has been devoted to addressing this problem through abusive content…

Computation and Language · Computer Science 2021-07-23 Svetlana Kiritchenko , Isar Nejadgholi , Kathleen C. Fraser

Identifying misogyny using artificial intelligence is a form of combating online toxicity against women. However, the subjective nature of interpreting misogyny poses a significant challenge to model the phenomenon. In this paper, we…

Computation and Language · Computer Science 2024-06-25 Jason Angel , Segun Taofeek Aroyehun , Grigori Sidorov , Alexander Gelbukh

Social media has become an everyday means of interaction and information sharing on the Internet. However, posts on social networks are often aggressive and toxic, especially when the topic is controversial or politically charged.…

Social and Information Networks · Computer Science 2022-12-02 Wienke Strathern , Juergen Pfeffer

Since the proliferation of social media usage, hate speech has become a major crisis. Hateful content can spread quickly and create an environment of distress and hostility. Further, what can be considered hateful is contextual and varies…

Social and Information Networks · Computer Science 2022-01-05 Tanmoy Chakraborty , Sarah Masud

The phenomenal growth on the internet has helped in empowering individual's expressions, but the misuse of freedom of expression has also led to the increase of various cyber crimes and anti-social activities. Hate speech is one such issue…

Computation and Language · Computer Science 2020-06-01 Prashant Kapil , Asif Ekbal , Dipankar Das

In the era of social media and networking platforms, Twitter has been doomed for abuse and harassment toward users specifically women. Monitoring the contents including sexism and sexual harassment in traditional media is easier than…

Computation and Language · Computer Science 2020-04-20 Christos Karatsalos , Yannis Panagiotakis

These days, cyber-criminals target humans rather than machines since they try to accomplish their malicious intentions by exploiting the weaknesses of end users. Thus, human vulnerabilities pose a serious threat to the security and…

Cryptography and Security · Computer Science 2021-06-25 Dimitra Papatsaroucha , Yannis Nikoloudakis , Ioannis Kefaloukos , Evangelos Pallis , Evangelos K. Markakis

In the era of digitalization, as individuals increasingly rely on digital platforms for communication and news consumption, various actors employ linguistic strategies to influence public perception. While models have become proficient at…

Computation and Language · Computer Science 2025-06-18 Sina Abdidizaji , Md Kowsher , Niloofar Yousefi , Ivan Garibay

Machine learning (ML) enabled classification models are becoming increasingly popular for tackling the sheer volume and speed of online misinformation and other content that could be identified as harmful. In building these models, data…

Computers and Society · Computer Science 2023-07-12 Andrés Domínguez Hernández , Richard Owen , Dan Saattrup Nielsen , Ryan McConville

Detecting problematic content, such as hate speech, is a multifaceted and ever-changing task, influenced by social dynamics, user populations, diversity of sources, and evolving language. There has been significant efforts, both in academia…

Computation and Language · Computer Science 2023-10-09 Ali Omrani , Alireza S. Ziabari , Preni Golazizian , Jeffrey Sorensen , Morteza Dehghani

We examined four case studies in the context of hate speech on Twitter in Italian from 2019 to 2020, aiming at comparing the classification of the 3,600 tweets made by expert pedagogists with the automatic classification made by machine…

Social and Information Networks · Computer Science 2024-02-14 Erica Forzinetti , Marco L. Della Vedova , Stefano Pasta , Milena Santerini

This paper presents and evaluates work on the development of an artificial intelligence (AI) anti-bullying system. The system is designed to identify coordinated bullying attacks via social media and other mechanisms, characterize them and…

Artificial Intelligence · Computer Science 2024-08-21 Matthew Tassava , Cameron Kolodjski , Jordan Milbrath , Adorah Bishop , Nathan Flanders , Robbie Fetsch , Danielle Hanson , Jeremy Straub

The spread of unwanted or malicious content through social media has become a major challenge. Traditional examples of this include social network spam, but an important new concern is the propagation of fake news through social media. A…

Multiagent Systems · Computer Science 2018-01-26 Sixie Yu , Yevgeniy Vorobeychik , Scott Alfeld

Automated content filtering and moderation is an important tool that allows online platforms to build striving user communities that facilitate cooperation and prevent abuse. Unfortunately, resourceful actors try to bypass automated filters…

Computer Vision and Pattern Recognition · Computer Science 2023-12-01 Florian Stimberg , Ayan Chakrabarti , Chun-Ta Lu , Hussein Hazimeh , Otilia Stretcu , Wei Qiao , Yintao Liu , Merve Kaya , Cyrus Rashtchian , Ariel Fuxman , Mehmet Tek , Sven Gowal

Microblogging platforms constitute a popular means of real-time communication and information sharing. They involve such a large volume of user-generated content that their users suffer from an information deluge. To address it, numerous…

Information Retrieval · Computer Science 2019-01-18 Efi Karra Taniskidou , George Papadakis , George Giannakopoulos , Manolis Koubarakis

To proactively offer social media users a safe online experience, there is a need for systems that can detect harmful posts and promptly alert platform moderators. In order to guarantee the enforcement of a consistent policy, moderators are…

Computation and Language · Computer Science 2022-10-07 Agostina Calabrese , Björn Ross , Mirella Lapata