Over the years, information retrieval and search systems have become more conversational. The last few years have seen a tremendous acceleration of this evolution driven by progress in machine learning. Whereas the possibility of a conversational information seeking (CIS) system robustly understanding conversational input from a person was previously limited, it can now almost be taken for granted. Consumer hardware that supports and encourages conversation...