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Online texts with toxic content are a clear threat to the users on social media in particular and society in general. Although many platforms have adopted various measures (e.g., machine learning-based hate-speech detection systems) to…

Machine Learning · Computer Science 2025-04-29 Yiran Ye , Thai Le , Dongwon Lee

This paper describes neural models developed for the Hate Speech and Offensive Content Identification in English and Indo-Aryan Languages Shared Task 2021. Our team called neuro-utmn-thales participated in two tasks on binary and…

Computation and Language · Computer Science 2022-10-18 Anna Glazkova , Michael Kadantsev , Maksim Glazkov

The spread of information through social media platforms can create environments possibly hostile to vulnerable communities and silence certain groups in society. To mitigate such instances, several models have been developed to detect hate…

Computation and Language · Computer Science 2023-09-26 Marzieh Babaeianjelodar , Gurram Poorna Prudhvi , Stephen Lorenz , Keyu Chen , Sumona Mondal , Soumyabrata Dey , Navin Kumar

Automated hate speech detection in social media is a challenging task that has recently gained significant traction in the data mining and Natural Language Processing community. However, most of the existing methods adopt a supervised…

Computation and Language · Computer Science 2021-03-23 Md Rabiul Awal , Rui Cao , Roy Ka-Wei Lee , Sandra Mitrovic

In recent years, offensive, abusive and hateful language, sexism, racism and other types of aggressive and cyberbullying behavior have been manifesting with increased frequency, and in many online social media platforms. In fact, past…

With the ever-increasing cases of hate spread on social media platforms, it is critical to design abuse detection mechanisms to proactively avoid and control such incidents. While there exist methods for hate speech detection, they…

Computation and Language · Computer Science 2020-01-17 Pinkesh Badjatiya , Manish Gupta , Vasudeva Varma

Hateful and Toxic content has become a significant concern in today's world due to an exponential rise in social media. The increase in hate speech and harmful content motivated researchers to dedicate substantial efforts to the challenging…

Computation and Language · Computer Science 2021-01-25 Suman Dowlagar , Radhika Mamidi

Hate speech detection is a critical, yet challenging problem in Natural Language Processing (NLP). Despite the existence of numerous studies dedicated to the development of NLP hate speech detection approaches, the accuracy is still poor.…

Computation and Language · Computer Science 2018-09-17 Jing Qian , Mai ElSherief , Elizabeth M. Belding , William Yang Wang

Hate Speech has become a major content moderation issue for online social media platforms. Given the volume and velocity of online content production, it is impossible to manually moderate hate speech related content on any platform. In…

Computation and Language · Computer Science 2021-01-28 Sudhanshu Mishra , Shivangi Prasad , Shubhanshu Mishra

Hate speech is a specific type of controversial content that is widely legislated as a crime that must be identified and blocked. However, due to the sheer volume and velocity of the Twitter data stream, hate speech detection cannot be…

Computation and Language · Computer Science 2021-08-09 Moin Khan , Khurram Shahzad , Kamran Malik

Automated offensive language detection is essential in combating the spread of hate speech, particularly in social media. This paper describes our work on Offensive Language Identification in low resource Indic language Marathi. The problem…

Computation and Language · Computer Science 2022-12-21 Tanmay Chavan , Shantanu Patankar , Aditya Kane , Omkar Gokhale , Raviraj Joshi

Twitter is one of the most popular social networks attracting millions of users, while a considerable proportion of online discourse is captured. It provides a simple usage framework with short messages and an efficient application…

Social and Information Networks · Computer Science 2023-05-29 Alexander Shevtsov , Christos Tzagkarakis , Despoina Antonakaki , Sotiris Ioannidis

Hate speech detection has become an important research topic within the past decade. More private corporations are needing to regulate user generated content on different platforms across the globe. In this paper, we introduce a study of…

Computation and Language · Computer Science 2022-01-28 Neha Deshpande , Nicholas Farris , Vidhur Kumar

In this paper we examine methods to detect hate speech in social media, while distinguishing this from general profanity. We aim to establish lexical baselines for this task by applying supervised classification methods using a recently…

Computation and Language · Computer Science 2017-12-29 Shervin Malmasi , Marcos Zampieri

The advent of social media transformed interpersonal communication and information consumption processes. This digital landscape accommodates user intentions, also resulting in an increase of offensive language and harmful behavior.…

Computation and Language · Computer Science 2024-10-21 Kasper Cools , Gideon Mailette de Buy Wenniger , Clara Maathuis

In order to study online hate speech, the availability of datasets containing the linguistic phenomena of interest are of crucial importance. However, when it comes to specific target groups, for example teenagers, collecting such data may…

Computation and Language · Computer Science 2020-05-06 Alessio Palmero Aprosio , Stefano Menini , Sara Tonelli

With the COVID-19 pandemic continuing, hatred against Asians is intensifying in countries outside Asia, especially among the Chinese. There is an urgent need to detect and prevent hate speech towards Asians effectively. In this work, we…

Computation and Language · Computer Science 2022-08-23 Xin Lian

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…

Computation and Language · Computer Science 2024-06-13 Pia Pachinger , Janis Goldzycher , Anna Maria Planitzer , Wojciech Kusa , Allan Hanbury , Julia Neidhardt

The performance of hate speech detection models relies on the datasets on which the models are trained. Existing datasets are mostly prepared with a limited number of instances or hate domains that define hate topics. This hinders…

Computation and Language · Computer Science 2022-07-07 Cagri Toraman , Furkan Şahinuç , Eyup Halit Yilmaz

Hate speech is a widespread and harmful form of online discourse, encompassing slurs and defamatory posts that can have serious social, psychological, and sometimes physical impacts on targeted individuals and communities. As social media…

Machine Learning · Computer Science 2025-08-08 Santosh Chapagain , Shah Muhammad Hamdi , Soukaina Filali Boubrahimi