Summarize, Judge, Refine: Decoupled Content Understanding and Policy Learning for Multimodal Content Moderation

Zeeshan Ahmed, Yang Qin, Hanqing Huang

Content moderation systems traditionally entangle multimodal understanding with policy-specific classification, requiring full pipeline retraining for every policy change and suffe…