Ethical and technical challenges of AI in tackling hate speech

Diogo Cortiz, Arkaitz Zubiaga
<span title="2021-03-30">2021</span> <i title="University of Alberta Libraries"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jkzborf4traepeaxulezsgsyei" style="color: black;">The International Review of Information Ethics</a> </i> &nbsp;
In this paper, we discuss some of the ethical and technical challenges of using Artificial Intelligence for online content moderation. As a case study, we used an AI model developed to detect hate speech on social networks, a concept for which varying definitions are given in the scientific literature and consensus is lacking. We argue that while AI can play a central role in dealing with information overload on social media, it could cause risks of violating freedom of expression (if the
more &raquo; ... t is not well conducted). We present some ethical and technical challenges involved in the entire pipeline of an AI project - from data collection to model evaluation - that hinder the large-scale use of hate speech detection algorithms. Finally, we argue that AI can assist with the detection of hate speech in social media, provided that the final judgment about the content has to be made through a process with human involvement.
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.29173/irie416">doi:10.29173/irie416</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3hbvylxjffd6xh44fq7xfpajs4">fatcat:3hbvylxjffd6xh44fq7xfpajs4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210701105706/https://informationethics.ca/index.php/irie/article/download/416/390" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/2f/a5/2fa59cbcaf5d73698d8b43b4f1175595035a22fb.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.29173/irie416"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>