The project Natural Language Understanding and Action Control started in 2001 as 5-year research project of a Grant-in-Aid for Creative Scientific Research supported by the Ministry of Education, Culture, Sports, Science and Technology, and Japan Society for the Promotion of Science. The research objectives are summarized as follows: