The invention provides a knowledge retrieving method of an artificial intelligence dialogue and a knowledge base automatic improving method. The knowledge retrieving method of the artificial intelligence dialogue comprises the steps of 1, obtaining a question statement of a user; 2, conducting semantic and intention analysis on the question statement to obtain a question identification; 3, according to the question identification, searching for a local answer in a local knowledge base; 4, obtaining the local answer, and fusing local question data and replying the local question data to the user; 5, when the local answer is not searched in the local knowledge base, according to the question identification, searching for a remote answer in a data source; 6, obtaining the remote answer, and fusing the remote answer and replying the remote answer to the user. According to the knowledge retrieving method of the artificial intelligence dialogue and the knowledge base automatic improving method, when the local knowledge base has no resource, the remote answer in the data source is searched for, and the occurrence that because entity coverage of a mapping knowledge domain is not sufficient, during a human-computer dialogue, a robot cannot give an answer is avoided.