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Measuring the Semantic Structure and Evolution of Conspiracy Theories

arXiv 2603.26062 ↗First posted 27 Mar 2026cs.CL cs.CY cs.SIcited by 0

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Abstract (arXiv)

Research on conspiracy theories has largely focused on belief formation, exposure, and diffusion, while paying less attention to how their meanings change over time. This gap persists partly because conspiracy-related terms are often treated as stable lexical markers, making it difficult to separate genuine semantic changes from surface-level vocabulary changes. In this paper, we measure the semantic structure and evolution of conspiracy theories in online political discourse. Using 169.9M comments from Reddit's r/politics subreddit spanning 2012--2022, we first demonstrate that conspiracy-related language forms coherent and semantically distinguishable regions of language space, allowing conspiracy theories to be treated as semantic objects. We then track how these objects evolve over time using aligned word embeddings, enabling comparisons of semantic neighborhoods across periods. Our analysis reveals that conspiracy theories evolve non-uniformly, exhibiting patterns of semantic stability, expansion, contraction, and replacement that are not captured by keyword-based approaches alone.

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References · 9

  1. 2013Efficient Estimation of Word Representations in Vector Spacecited by 4,375
  2. 2016Diachronic Word Embeddings Reveal Statistical Laws of Semantic Changecited by 221
  3. 2014Statistically Significant Detection of Linguistic Changecited by 82
  4. 2021Simple, Interpretable and Stable Method for Detecting Words with Usage Change across Corporacited by 21
  5. 2023Interpretable Word Sense Representations via Definition Generation: The Case of Semantic Change Analysiscited by 19
  6. 2023A Golden Age: Conspiracy Theories' Relationship with Misinformation Outlets, News Media, and the Wider Internetcited by 7
  7. 2015Trend of Narratives in the Age of Misinformationcited by 3
  8. 2022Style Matters! Investigating Linguistic Style in Online Communitiescited by 3
  9. 2014Events and Controversies: Influences of a Shocking News Event on Information Seekingcited by 1

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