A preprint on arXiv examines a subtle form of manipulation in online influencer content. Rather than spreading false information, many influencers take an accurate fact and present it as historic, urgent, or catastrophic. The authors call this "rhetorical distortion" and argue it is a distinct problem from outright misinformation.
The paper notes that fact-checking and clickbait detection are designed to flag false claims or sensational headlines, not to assess whether a true statement is being given disproportionate weight. As a result, this kind of framing can slip past existing moderation and verification tools.
Because the study looks at content across multiple platforms and languages, the authors suggest that rhetorical distortion is not confined to one community or region. The finding points to a gap in how researchers and platforms think about manipulation, where the facts are correct but the emphasis is misleading.