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VOX-Pol Blog post.

The advent of social media has led to an increased concern over its potential to propagate hate speech and misinformation, which, in addition to contributing to prejudice and discrimination, has been suspected of playing a role in increasing social violence and crimes in the United States. While literature has shown the existence of an association between posting hate speech and misinformation online and certain personality traits of posters, the general relationship and relevance of online hate speech/misinformation in the context of overall psychological wellbeing of posters remain elusive. One difficulty lies in the lack of adequate data analytics tools capable of adequately analyzing the massive amount of social media posts to uncover the underlying hidden links. Recent progresses in machine learning and large language models such as ChatGPT have made such an analysis possible. In this study, we collected thousands of posts from carefully selected communities on the social media site Reddit. We then utilized OpenAI’s GPT3 to derive embeddings of these posts, which are high-dimensional real-numbered vectors that presumably represent the hidden semantics of posts. We then performed various machine-learning classifications based on these embeddings in order to understand the role of hate speech/misinformation in various communities. Finally, a topological data analysis (TDA) was applied to the embeddings to obtain a visual map connecting online hate speech, misinformation, various psychiatric disorders, and general mental health.

Crowdfunding platforms remain understudied as conduits for ideological struggle. While other social media platforms may enable the expression of hateful and harmful ideas, crowdfunding can actively facilitate their enaction through financial support. In addressing such risks, crowdfunding platforms attempt to mitigate complicity but retain legitimacy. That is, ensuring their fundraising tools are not exploited for intolerant, violent or hate-based purposes, yet simultaneously avoiding restrictive policies that undermine their legitimacy as ‘open’ platforms. Although social media platforms are routinely scrutinized for enabling misinformation, hateful rhetoric and extremism, crowdfunding has largely escaped critical inquiry, despite being repeatedly implicated in amplifying such threats. Drawing on the ‘Freedom Convoy’ movement as a case study, this article employs critical discourse analysis to trace how crowdfunding platforms reveal their underlying values in privileging either collective safety or personal liberty when hosting divisive causes. The radically different policy decisions adopted by crowdfunding platforms GoFundMe and GiveSendGo expose a concerning divide between ‘Big Tech’ and ‘Alt-Tech’ platforms regarding what harms they are willing to risk, and the ideological rationales through which these determinations are made. There remain relatively few regulatory safeguards guiding such impactful strategic choices, leaving crowdfunding platforms susceptible to weaponization. With Alt-Tech platforms aspiring to build an ‘alternative internet’, this paper highlights the urgent need to explore digital constitutionalism in the crowdfunding space, establishing firmer boundaries to better mitigate fundraising platforms becoming complicit in catastrophic harms.

This article examines the problem of hate and toxic behavior in gaming. Videogames have risen to become a dominant cultural form, seeing significant increases in players, playtime, and revenue. More people are playing games than ever before, broadening “gamers” into a highly diverse demographic. Yet this rise has been accompanied by a growing recognition of the racism, sexism, xenophobia, and other forms of harassment taking place on these platforms. Hate within gaming creates toxic communities and takes a toll particularly on marginalized groups, raising both ethical and financial issues for the industry, who seek to address this problem in multiple ways. This paper surveys and synthesizes recent research on the topic from both inside and outside academia, laying out the problem, its manifestations, key drivers, and current responses. It concludes with a research agenda that offers a foundation for researchers, policy-makers, and companies to build from.