Before revision:  This approach leads to several shortcomings:  i) context and entity affinity is mainly captured through a vector dot product, potentially missing fine-grained interactions between the two;
After revision:  This approach leads to several shortcomings: ( i) context and entity affinity is mainly captured through a vector dot product, potentially missing fine-grained interactions between the two;