Before revision:  In the second stage, a fine-grained generation model and an evaluation model are further trained to learn diverse response generation and response coherence estimation , respectively.
After revision:  In the second stage, a fine-grained generation model and an evaluation model are further trained to generate diverse responses and to select the best response , respectively.