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Decoding gender bias through a textual exploration of Reddit /r/MensRights community

Analiza uprzedzeń związanych z płcią w tekstach społeczności Reddit /r/MensRights na Reddicie

Decoding gender bias through a textual exploration of Reddit /r/MensRights community

Abstract

Skupiając się na subreddicie /r/MensRights, badany jest krajobraz językowy „manosfery” w celu zidentyfikowania i analizy wzorców seksistowskiej retoryki. „Manosfera” na Reddicie odnosi się do zbioru społeczności, które omawiają postrzegane problemy mężczyzn, często charakteryzujące się tematyką aktywizmu na rzecz praw mężczyzn oraz antyfeminizmu. Wykorzystując techniki przetwarzania języka naturalnego oraz modele transformatorów do analizy sentymentu, niniejsze badanie ma na celu przyjrzenie się powszechnym strukturom językowym wskazującym na obecność uprzedzeń związanych z płcią w tejże społeczności. Poprzez analizę n-gramową celem jest zbadanie dynamiki języka przyczyniającego się do utrwalania dyskursu opartego na płci. Analizując ramy kwestii płci oraz opiniotwórczego języka, badanie skupia się na sposobach, w jaki członkowie społeczności /r/MensRights dyskutują o kwestiach płci, w tym w odniesieniu do feminizmu, postrzegania problemów związanych z mężczyznami oraz ogólnego punktu widzenia na temat mężczyzn i kobiet. Celem niniejszej pracy jest szersze zrozumienia społeczności internetowych i ich wpływu na kształtowanie postaw wobec płci.

With a specific focus on the /r/MensRights subreddit, the linguistic landscape of the “manosphere” is examined to identify and analyze patterns of sexist rhetoric. The “manosphere” on Reddit refers to a collection of communities that discuss perceived men’s issues, often characterized by themes of men’s rights activism and anti-feminism. Employing natural language processing techniques and transformer models for sentiment analysis, the research uncovers prevalent language structures indicative of gender bias within this community. Utilizing n-gram analysis, the aim is to provide insights into the language dynamics contributing to the perpetuation of gender-based discourse. By examining the framing of gender issues and opinionated language, the research aims to shed light on how members of the men’s rights community discuss gender issues, including attitudes towards feminism, perceptions of male-related issues, and overall perspective surrounding men and women. This study strives to contribute to a broader understanding of online communities and their influence on shaping attitudes towards gender.

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Keywords

gender bias, social media discourse, language patterns, dyskurs mediów społecznościowych, uprzedzenia płciowe, manosfera, manosphere, seksizm, przetwarzanie języka naturalnego, reddit, sexism, natural language processing, wzorce językowe

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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