This invention discloses a method, apparatus, electronic device, and storage medium for content detection of a model-associated
knowledge base. The method includes: responding to a content detection request for the associated
knowledge base of a target model, acquiring a target associated
knowledge base for the target model, wherein the target associated knowledge base includes at least a test knowledge base and a
scenario application knowledge base, the test knowledge base storing preset security detection knowledge, and the
scenario application knowledge base storing industry security content; determining candidate risk content in the target associated knowledge base based on target prompt information and the target model, and generating
test data based on the candidate risk content; testing the target associated knowledge base based on the
test data, candidate risk content, and the target model, and calibrating the corresponding target risk content in the target associated knowledge base based on the test results, thereby achieving accurate risk mining across industry scenarios and dynamic optimization of knowledge base content, significantly improving the security detection capability and generalization of the target model.