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Hate speech classifiers learn normative social stereotypes
Social stereotypes negatively impact individuals' judgments about different groups and may
have a critical role in understanding language directed toward marginalized groups. Here …
have a critical role in understanding language directed toward marginalized groups. Here …
Robustness of models addressing Information Disorder: A comprehensive review and benchmarking study
Abstract Machine learning and deep learning models are increasingly susceptible to
adversarial attacks, particularly in critical areas like cybersecurity and Information Disorder …
adversarial attacks, particularly in critical areas like cybersecurity and Information Disorder …
[PDF][PDF] The state of profanity obfuscation in natural language processing scientific publications
Work on hate speech has made considering rude and harmful examples in scientific
publications inevitable. This situation raises various problems, such as whether or not to …
publications inevitable. This situation raises various problems, such as whether or not to …
A systematic review of toxicity in large language models: Definitions, datasets, detectors, detoxification methods and challenges
The emergence of the transformer architecture has ushered in a new era of possibilities,
showcasing remarkable capabilities in generative tasks exemplified by models like GPT4o …
showcasing remarkable capabilities in generative tasks exemplified by models like GPT4o …
Socially Responsible Hate Speech Detection: Can Classifiers Reflect Social Stereotypes?
Recent studies have shown that hate speech technologies may propagate social
stereotypes against marginalized groups. Nevertheless, there has been a lack of realistic …
stereotypes against marginalized groups. Nevertheless, there has been a lack of realistic …
Are shortest rationales the best explanations for human understanding?
Studying the influence of toxicity and emotion features for stress detection on social media
It is crucial to detect and manage stress as early as possible before it becomes a severe
mental and physical health problem. Some authors even introduce stress as a “silent killer” …
mental and physical health problem. Some authors even introduce stress as a “silent killer” …
VertAttack: Taking advantage of Text Classifiers' horizontal vision
J Rusert - arxiv preprint arxiv:2404.08538, 2024 - arxiv.org
Text classification systems have continuously improved in performance over the years.
However, nearly all current SOTA classifiers have a similar shortcoming, they process text in …
However, nearly all current SOTA classifiers have a similar shortcoming, they process text in …