The application relates to the technical field of financial
informatization, and discloses a financial supervision rule dynamic
distillation method, device, medium and equipment, which comprises the following steps: preprocessing unstructured rule text, and converting the unstructured rule text into structured training samples based on a logic tree
annotation system; generating teacher output results based on the structured training samples, and performing
distillation training on a student model by using the structured training samples and the teacher output results to obtain a
distillation model; performing constraint decoding on the output process of the distillation model to generate candidate structured
executable rules, and performing multidimensional effectiveness
verification to determine target structured
executable rules, which are deployed into a
rule engine of a target business
system. The above method forms a complete automatic
closed loop from rule text acquisition, structured conversion, model distillation to rule generation and deployment, realizes instant analysis of unstructured rule text, structured extraction and automatic deployment, shortens a rule updating cycle, and reduces maintenance cost.