What do people want to fact-check?

Bijean Ghafouri, Dorsaf Sallami, Luca Luceri, Taylor Lynn Curtis, Jean-Francois Godbout +2 more
2/11/2026
cs.HCcs.AI

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Abstract

Research on misinformation has focused almost exclusively on supply, asking what falsehoods circulate, who produces them, and whether corrections work. A basic demand-side question remains unanswered. When ordinary people can fact-check anything they want, what do they actually ask about? We provide the first large-scale evidence on this question by analyzing close to 2{,}500 statements submitted by 457 participants to an open-ended AI fact-checking system. Each claim is classified along five semantic dimensions (domain, epistemic form, verifiability, target entity, and temporal reference), producing a behavioral map of public verification demand. Three findings stand out. First, users range widely across topics but default to a narrow epistemic repertoire, overwhelmingly submitting simple descriptive claims about present-day observables. Second, roughly one in four requests concerns statements that cannot be empirically resolved, including moral judgments, speculative predictions, and subjective evaluations, revealing a systematic mismatch between what users seek from fact-checking tools and what such tools can deliver. Third, comparison with the FEVER benchmark dataset exposes sharp structural divergences across all five dimensions, indicating that standard evaluation corpora encode a synthetic claim environment that does not resemble real-world verification needs. These results reframe fact-checking as a demand-driven problem and identify where current AI systems and benchmarks are misaligned with the uncertainty people actually experience.

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Cite this paper

@article{ghafouri2026what,
  title  = {What do people want to fact-check?},
  author = {Bijean Ghafouri and Dorsaf Sallami and Luca Luceri and Taylor Lynn Curtis and Jean-Francois Godbout and Emilio Ferrara and Reihaneh Rabbany},
  year   = {2026},
  eprint = {2602.10935},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2602.10935v1}
}

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