Before revision: The challenges of building knowledge-grounded retrieval-based chatbots lie in how to ground a conversation on the background knowledge and how to perform their matching with the response .
After revision: The challenges of building knowledge-grounded retrieval-based chatbots lie in how to ground a conversation on its background knowledge and how to perform their matching with the response .