Investigating Human Values in Online Communities
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Abstract (arXiv)
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.
Key facts. Cited by 10 papers in the map (data through 14 Oct 2026). First posted on arXiv 21 Feb 2024.
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Citing papers per year: 2024: 2; 2025: 3; 2026: 5.
10 papers.
- 2024ValueScope: Unveiling Implicit Norms and Values via Return Potential Model of Social Interactionscited by 12
- 2024Revealing Fine-Grained Values and Opinions in Large Language Modelscited by 5
- 2025AdAEM: An Adaptively and Automated Extensible Measurement of LLMs' Value Differencecited by 4
- 2025Value Alignment of Social Media Ranking Algorithmscited by 4
- 2026Human Values in a Single Sentence: Moral Presence, Hierarchies, and Transformer Ensembles on the Schwartz Continuumcited by 3
- 2026Do Schwartz Higher-Order Values Help Sentence-Level Human Value Detection? A Study of Hierarchical Gating and Calibrationcited by 3
- 2026Measuring Human Value Expression in Social Media Texts: Calibrated LLM Annotation and Encoder Transfercited by 2
- 2025Splits! Flexible Sociocultural Linguistic Investigation at Scalecited by 0
- 2026A conceptual framework for ideology in online discourse beyond the left and rightcited by 0
- 2026How Value Induction Reshapes LLM Behaviourcited by 0
- 2026Measuring Human Value Expression in Social Media Texts: Calibrated LLM Annotation and Encoder Transfer9 Jun 2026
- 2026How Value Induction Reshapes LLM Behaviour8 May 2026
- 2026A conceptual framework for ideology in online discourse beyond the left and right19 Mar 2026
- 2026Do Schwartz Higher-Order Values Help Sentence-Level Human Value Detection? A Study of Hierarchical Gating and Calibration31 Jan 2026
- 2026Human Values in a Single Sentence: Moral Presence, Hierarchies, and Transformer Ensembles on the Schwartz Continuum20 Jan 2026
- 2025Value Alignment of Social Media Ranking Algorithms17 Sep 2025
- 2025AdAEM: An Adaptively and Automated Extensible Measurement of LLMs' Value Difference18 May 2025
- 2025Splits! Flexible Sociocultural Linguistic Investigation at Scale6 Apr 2025
- 2024ValueScope: Unveiling Implicit Norms and Values via Return Potential Model of Social Interactions2 Jul 2024
- 2024Revealing Fine-Grained Values and Opinions in Large Language Models27 Jun 2024