An illustration of the capabilities for cooperative response generation implemented in AI natural language systems, and a review of the state of the art in natural language interfaces to databases and expert systems. Among the topics are user modeling, explanation generation, mixed-initiative dialogues and knowledge acquisition via natural language communication.