The rapid growth of short-form video platforms has completely transformed the online landscape. Currently, trends indicate a change towards greater interactive features, such as interactive broadcasting and enhanced editing tools. Considering ahead, we anticipate that customized recommendations will become even increasingly complex, leading to spec