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Investigating Human Values in Online Communities

Investigating Human Values in Online Communities

来源:Arxiv_logoArxiv
英文摘要

Studying human values is instrumental for cross-cultural research, enabling a better understanding of preferences and behaviour of society at large and communities therein. To study the dynamics of communities online, we propose a method to computationally analyse values present on Reddit. Our method allows analysis at scale, complementing survey based approaches. We train a value relevance and a value polarity classifier, which we thoroughly evaluate using in-domain and out-of-domain human annotations. Using these, we automatically annotate over six million posts across 12k subreddits with Schwartz values. Our analysis unveils both previously recorded and novel insights into the values prevalent within various online communities. For instance, we discover a very negative stance towards conformity in the Vegan and AbolishTheMonarchy subreddits. Additionally, our study of geographically specific subreddits highlights the correlation between traditional values and conservative U.S. states. Through our work, we demonstrate how our dataset and method can be used as a complementary tool for qualitative study of online communication.

Nadav Borenstein、Arnav Arora、Lucie-Aimée Kaffee、Isabelle Augenstein

信息传播、知识传播计算技术、计算机技术

Nadav Borenstein,Arnav Arora,Lucie-Aimée Kaffee,Isabelle Augenstein.Investigating Human Values in Online Communities[EB/OL].(2025-08-13)[2025-08-24].https://arxiv.org/abs/2402.14177.点此复制

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