As we studied though, we became more aware of how much nuance there was in each of these methods, especially when we started having humans chat with the models. In the end, the paper ended up being more of a thorough analysis into what behaviors are more preferred in dialogue agents. For example, we found that you should spend about ~60-70% of your turns asking questions to maximize engagement: enough to convey interest in your partner without coming off as super nosy.