Cargando…
On the rise of fear speech in online social media
Recently, social media platforms are heavily moderated to prevent the spread of online hate speech, which is usually fertile in toxic words and is directed toward an individual or a community. Owing to such heavy moderation, newer and more subtle techniques are being deployed. One of the most striki...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10089164/ https://www.ncbi.nlm.nih.gov/pubmed/36877833 http://dx.doi.org/10.1073/pnas.2212270120 |
_version_ | 1785022712281825280 |
---|---|
author | Saha, Punyajoy Garimella, Kiran Kalyan, Narla Komal Pandey, Saurabh Kumar Meher, Pauras Mangesh Mathew, Binny Mukherjee, Animesh |
author_facet | Saha, Punyajoy Garimella, Kiran Kalyan, Narla Komal Pandey, Saurabh Kumar Meher, Pauras Mangesh Mathew, Binny Mukherjee, Animesh |
author_sort | Saha, Punyajoy |
collection | PubMed |
description | Recently, social media platforms are heavily moderated to prevent the spread of online hate speech, which is usually fertile in toxic words and is directed toward an individual or a community. Owing to such heavy moderation, newer and more subtle techniques are being deployed. One of the most striking among these is fear speech. Fear speech, as the name suggests, attempts to incite fear about a target community. Although subtle, it might be highly effective, often pushing communities toward a physical conflict. Therefore, understanding their prevalence in social media is of paramount importance. This article presents a large-scale study to understand the prevalence of 400K fear speech and over 700K hate speech posts collected from Gab.com. Remarkably, users posting a large number of fear speech accrue more followers and occupy more central positions in social networks than users posting a large number of hate speech. They can also reach out to benign users more effectively than hate speech users through replies, reposts, and mentions. This connects to the fact that, unlike hate speech, fear speech has almost zero toxic content, making it look plausible. Moreover, while fear speech topics mostly portray a community as a perpetrator using a (fake) chain of argumentation, hate speech topics hurl direct multitarget insults, thus pointing to why general users could be more gullible to fear speech. Our findings transcend even to other platforms (Twitter and Facebook) and thus necessitate using sophisticated moderation policies and mass awareness to combat fear speech. |
format | Online Article Text |
id | pubmed-10089164 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-100891642023-09-06 On the rise of fear speech in online social media Saha, Punyajoy Garimella, Kiran Kalyan, Narla Komal Pandey, Saurabh Kumar Meher, Pauras Mangesh Mathew, Binny Mukherjee, Animesh Proc Natl Acad Sci U S A Physical Sciences Recently, social media platforms are heavily moderated to prevent the spread of online hate speech, which is usually fertile in toxic words and is directed toward an individual or a community. Owing to such heavy moderation, newer and more subtle techniques are being deployed. One of the most striking among these is fear speech. Fear speech, as the name suggests, attempts to incite fear about a target community. Although subtle, it might be highly effective, often pushing communities toward a physical conflict. Therefore, understanding their prevalence in social media is of paramount importance. This article presents a large-scale study to understand the prevalence of 400K fear speech and over 700K hate speech posts collected from Gab.com. Remarkably, users posting a large number of fear speech accrue more followers and occupy more central positions in social networks than users posting a large number of hate speech. They can also reach out to benign users more effectively than hate speech users through replies, reposts, and mentions. This connects to the fact that, unlike hate speech, fear speech has almost zero toxic content, making it look plausible. Moreover, while fear speech topics mostly portray a community as a perpetrator using a (fake) chain of argumentation, hate speech topics hurl direct multitarget insults, thus pointing to why general users could be more gullible to fear speech. Our findings transcend even to other platforms (Twitter and Facebook) and thus necessitate using sophisticated moderation policies and mass awareness to combat fear speech. National Academy of Sciences 2023-03-06 2023-03-14 /pmc/articles/PMC10089164/ /pubmed/36877833 http://dx.doi.org/10.1073/pnas.2212270120 Text en Copyright © 2023 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by-nc-nd/4.0/This article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Physical Sciences Saha, Punyajoy Garimella, Kiran Kalyan, Narla Komal Pandey, Saurabh Kumar Meher, Pauras Mangesh Mathew, Binny Mukherjee, Animesh On the rise of fear speech in online social media |
title | On the rise of fear speech in online social media |
title_full | On the rise of fear speech in online social media |
title_fullStr | On the rise of fear speech in online social media |
title_full_unstemmed | On the rise of fear speech in online social media |
title_short | On the rise of fear speech in online social media |
title_sort | on the rise of fear speech in online social media |
topic | Physical Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10089164/ https://www.ncbi.nlm.nih.gov/pubmed/36877833 http://dx.doi.org/10.1073/pnas.2212270120 |
work_keys_str_mv | AT sahapunyajoy ontheriseoffearspeechinonlinesocialmedia AT garimellakiran ontheriseoffearspeechinonlinesocialmedia AT kalyannarlakomal ontheriseoffearspeechinonlinesocialmedia AT pandeysaurabhkumar ontheriseoffearspeechinonlinesocialmedia AT meherpaurasmangesh ontheriseoffearspeechinonlinesocialmedia AT mathewbinny ontheriseoffearspeechinonlinesocialmedia AT mukherjeeanimesh ontheriseoffearspeechinonlinesocialmedia |