July 23, 2025 Filter-And-Refine: A MLLM Based Cascade System for Industrial-Scale Video Content Moderation 基于多模态大语言模型的级联系统，用于工业级视频内容审核，通过路由器-排序器架构降低计算成本 multimodal content-moderation video-understanding llm-deployment cascade-system