Concept语义泛化
Semantic Generalization Capability
The ability of a model to extend semantic understanding acquired during training to previously unseen forms of expression. It reflects model intelligence, but also makes it difficult for safety filters to rely on keyword blacklists to block harmful content.
Timeline (last 90 days)
Oct 14
The core capability of modern image models lies in understanding abstract, obscure, or even metaphorical prompts, and this semantic generalization ability becomes the weak point of safety systems, as attackers can use seemingly harmless everyday descriptions, literary metaphors, or step-by-step generation strategies to make the model generate sensitive content on its own.
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