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相关论文: Mitigating Bias in Conversations: A Hate Speech Cl…

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Uses of pejorative expressions can be benign or actively empowering. When models for abuse detection misclassify these expressions as derogatory, they inadvertently censor productive conversations held by marginalized groups. One way to…

计算与语言 · 计算机科学 2022-06-20 Jana Kurrek , Haji Mohammad Saleem , Derek Ruths

The widespread presence of hate speech on the internet, including formats such as text-based tweets and vision-language memes, poses a significant challenge to digital platform safety. Recent research has developed detection models tailored…

计算与语言 · 计算机科学 2024-10-10 Ming Shan Hee , Aditi Kumaresan , Roy Ka-Wei Lee

Social media and online forums are increasingly becoming popular. Unfortunately, these platforms are being used for spreading hate speech. In this paper, we design black-box techniques to protect users from hate-speech on online platforms…

密码学与安全 · 计算机科学 2025-05-23 Sampanna Yashwant Kahu , Naman Ahuja

To tackle the rising phenomenon of hate speech, efforts have been made towards data curation and analysis. When it comes to analysis of bias, previous work has focused predominantly on race. In our work, we further investigate bias in hate…

计算与语言 · 计算机科学 2022-05-19 Antonis Maronikolakis , Philip Baader , Hinrich Schütze

Online social networks have become a fundamental component of our everyday life. Unfortunately, these platforms are also a stage for hate speech. Popular social networks have regularized rules against hate speech. Consequently, social…

计算与语言 · 计算机科学 2023-04-04 Nadav Schneider , Shimon Shouei , Saleem Ghantous , Elad Feldman

Despite growing interest in automated hate speech detection, most existing approaches overlook the linguistic diversity of online content. Multilingual instruction-tuned large language models such as LLaMA, Aya, Qwen, and BloomZ offer…

计算与语言 · 计算机科学 2025-05-27 Faeze Ghorbanpour , Daryna Dementieva , Alexander Fraser

With the continuous growth of internet users and media content, it is very hard to track down hateful speech in audio and video. Converting video or audio into text does not detect hate speech accurately as human sometimes uses hateful…

人工智能 · 计算机科学 2023-07-24 Fariha Tahosin Boishakhi , Ponkoj Chandra Shill , Md. Golam Rabiul Alam

Dataset bias is a significant problem in training fair classifiers. When attributes unrelated to classification exhibit strong biases towards certain classes, classifiers trained on such dataset may overfit to these bias attributes,…

计算机视觉与模式识别 · 计算机科学 2024-06-06 Zaiying Zhao , Soichiro Kumano , Toshihiko Yamasaki

With the widespread online social networks, hate speeches are spreading faster and causing more damage than ever before. Existing hate speech detection methods have limitations in several aspects, such as handling data insufficiency,…

计算与语言 · 计算机科学 2024-09-27 Guanyi Mou , Kyumin Lee

As a result of social network popularity, in recent years, hate speech phenomenon has significantly increased. Due to its harmful effect on minority groups as well as on large communities, there is a pressing need for hate speech detection…

计算与语言 · 计算机科学 2019-12-13 Kristian Miok , Dong Nguyen-Doan , Blaž Škrlj , Daniela Zaharie , Marko Robnik-Šikonja

Social media and the internet have become an integral part of how people spread and consume information. Over a period of time, social media evolved dramatically, and almost half of the population is using social media to express their…

计算与语言 · 计算机科学 2021-08-03 Anjum , Rahul Katarya

Natural language processing (NLP) models often replicate or amplify social bias from training data, raising concerns about fairness. At the same time, their black-box nature makes it difficult for users to recognize biased predictions and…

计算与语言 · 计算机科学 2026-02-12 Yifan Wang , Mayank Jobanputra , Ji-Ung Lee , Soyoung Oh , Isabel Valera , Vera Demberg

State-of-the-art approaches for hate-speech detection usually exhibit poor performance in out-of-domain settings. This occurs, typically, due to classifiers overemphasizing source-specific information that negatively impacts its domain…

计算与语言 · 计算机科学 2022-09-20 Tulika Bose , Nikolaos Aletras , Irina Illina , Dominique Fohr

With the rise of online hate speech, automatic detection of Hate Speech, Offensive texts as a natural language processing task is getting popular. However, very little research has been done to detect unintended social bias from these toxic…

计算与语言 · 计算机科学 2022-10-24 Nihar Sahoo , Himanshu Gupta , Pushpak Bhattacharyya

While social media empowers freedom of expression and individual voices, it also enables anti-social behavior, online harassment, cyberbullying, and hate speech. In this paper, we deepen our understanding of online hate speech by focusing…

计算与语言 · 计算机科学 2018-04-13 Mai ElSherief , Vivek Kulkarni , Dana Nguyen , William Yang Wang , Elizabeth Belding

Hate speech online remains an understudied issue for marginalized communities, particularly in the Global South, which includes developing societies with increasing internet penetration. In this paper, we aim to provide marginalized…

计算与语言 · 计算机科学 2025-04-14 Haotian Ye , Axel Wisiorek , Antonis Maronikolakis , Özge Alaçam , Hinrich Schütze

Hate speech is a global phenomenon, but most hate speech datasets so far focus on English-language content. This hinders the development of more effective hate speech detection models in hundreds of languages spoken by billions across the…

计算与语言 · 计算机科学 2022-10-21 Paul Röttger , Debora Nozza , Federico Bianchi , Dirk Hovy

Algorithmic hate speech detection faces significant challenges due to the diverse definitions and datasets used in research and practice. Social media platforms, legal frameworks, and institutions each apply distinct yet overlapping…

计算与语言 · 计算机科学 2025-03-10 Jan Fillies , Adrian Paschke

Violence-provoking speech -- speech that implicitly or explicitly promotes violence against the members of the targeted community, contributed to a massive surge in anti-Asian crimes during the pandemic. While previous works have…

计算与语言 · 计算机科学 2024-07-23 Gaurav Verma , Rynaa Grover , Jiawei Zhou , Binny Mathew , Jordan Kraemer , Munmun De Choudhury , Srijan Kumar

Our work advances an approach for predicting hate speech in social media, drawing out the critical need to consider the discussions that follow a post to successfully detect when hateful discourse may arise. Using graph transformer…

机器学习 · 计算机科学 2023-05-02 Liam Hebert , Hong Yi Chen , Robin Cohen , Lukasz Golab