Overview Natural language conversation between human and computer is one of the most challenging AI problems, which involves language understanding, reasoning, and the use of common sense knowledge. Despite a significant amount of effort on the research in the past decades, the progress on the problem is unfortunately quite limited. One of the major reasons for that is lack of large volume of real