Question: What metrics are used to establish that this makes chatbots more knowledgeable and better at learning and conversation? 
Answer: Coverage, Avg. MCC and avg. +ve F1 score
Alternative answer: strategy formulation ability, we introduce a measure called Coverage( INLINEFORM0 ), To evaluate the predictive performance, we use Avg. MCC and avg. +ve F1 score