The invention provides a dialogue
system construction method and a semantic controlled
response method and device. A dialogue
system comprises a first question-answer model and a second question-answer model. When a user inputs a question, firstly, an introducer associated with question semanteme is obtained from the question; then, the first question-answer model is used for generating a first response to the question, wherein the first response comprises
partial response content of the dialogue
system to the question; then, the second question-answer model is used for generating a second response to the question, wherein the second response comprises all responses of the dialogue system to the question. The introducer can control the output of a first
response model and the output of a second
response model, so that the semanteme of the first response and the semanteme of the second response are controlled. Therefore, by means of the semantic controlled
response method, the semanticassociation degree of the responses generated for unknown questions and the questions is high; in addition, along with the change of the introducer, the responses generated for the unknown questions can also be changed, so that the diversity of the question responses is improved.