Before revision:  To solve these issues , we design a novel Transformer-based Dynamic Memory Network (DMN) with a novel Memory Mask scheme , which can dynamically generate the context-aware knowledge base representations , and reason the knowledge bases simultaneously .
After revision:  To solve these issues , we design a novel Transformer-based Dynamic Memory Network (DMN) with a novel Memory Mask scheme , which can dynamically generate the context-aware entity representations with perceiving relevant entities .