The resurgence of short-form videos (SFVs), popularized by TikTok and Douyin, has transformed social media platforms, with features like Instagram Reels and YouTube Shorts fostering their widespread adoption. Although initially geared toward entertainment, SFVs are increasingly used in education, po…