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The Toxicity Phenomenon Across Social Media

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arxiv 2410.21589 v1 pith:GAGNEZ4Z submitted 2024-10-28 cs.SI cs.CY

classification cs.SIcs.CY
keywords toxicitymediasocialcurrentfutureplatformsliteraturenovel
verification ladder T0 review T1 audit T2 compute T3 formal
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Social media platforms have evolved rapidly in modernity without strong regulation. One clear obstacle faced by current users is that of toxicity. Toxicity on social media manifests through a number of forms, including harassment, negativity, misinformation or other means of divisiveness. In this paper, we characterize literature surrounding toxicity, formalize a definition of toxicity, propose a novel cycle of internet extremism, list current approaches to toxicity detection, outline future directions to minimize toxicity in future social media endeavors, and identify current gaps in research space. We present a novel perspective of the negative impacts of social media platforms and fill a gap in literature to help improve the future of social media platforms.

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Cited by 1 Pith paper

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Catching Stray Balls: Football, fandom, and the impact on digital discourse

    cs.SI 2025-06 conditional novelty 5.0 of 10

    Football match outcomes shift sentiment in club subreddits and, within minutes, in unrelated subreddits where the same users post.

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