ChildSafeAds Shared Task 2026: Commercial Content in Child-Facing YouTube Videos
Across four system papers, the linked promotional page mainly helped identify what was being sold and added little to compliance-risk classification, which exposed sensitivity to rare labels, advertiser overlap across splits and substantial variation in the ST3 labels.
Thales Bertaglia, Catalina Goanta, Gerasimos Spanakis et al.
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