The invention discloses an entity recognition model generation method and device, electronic equipment and a storage medium, and relates to the technical field of natural language processing, deep learning and voice interaction. According to the specific scheme, the method comprises the following steps: training the entity recognition target model by acquiring second standard data for the target entity category, therefore, the entity identification target model only has the capability of identifying the target entity category, and the entity identification capability of the entity identification target model is minimized, so that other entity identification capabilities can be effectively prevented from being stolen from the entity identification target model, and the security is improved.Because the entity identification target model only has the capability of identifying the target entity category, the complexity is low, and the occupied storage space is small, so the entity identification target model can run locally in the intelligent equipment to provide a dialogue entity identification service. Therefore, resources of the cloud server can be saved, intelligent interaction can still be realized under the condition that the cloud server cannot be requested, and the availability is high.