The ChildSafeAds Shared Task 2026 is a dataset of YouTube videos likely to reach children and teenagers. The task involves identifying commercial content in these videos, including what kind of offer is being promoted, product categories, and potential legal risks. The dataset contains 3,360 videos from 939 channels, with each instance paired with its transcript, video information, and linked sales or service page. Notably, a significant portion (45.5%) of the videos in the dataset failed to properly use YouTube's ad disclosure method. --- Why it matters: This dataset matters because it provides a large-scale evaluation framework for AI models to identify commercial content in child-facing videos, which is crucial for ensuring online safety and compliance with regulations. Source: https://arxiv.org/abs/2608.19165