The application provides a
text matching method, device and equipment and a computer readable storage medium, and applies to the field of
artificial intelligence technology; the method comprises the following steps: receiving a search word submitted by each
client; according to the search word, at least one matched document is matched from a preset document resource
library by using a
text matching model; the training sample used by the
text matching model is combined data obtained by combining a historical search word and a historical matched document in historical search session information; the
annotation information of the training sample is obtained by calculating the vector representation of the historical search word and the historical matched document by using a
graph model, and is obtained by classifying and annotating the correlation of the combined data based on the vector representation; the
graph model is constructed by a plurality of historical search session information; a search result page is generated according to the at least one matched document, and the search result page is correspondingly pushed to each
client for display. Through the application, the efficiency of generating the training sample and the accuracy of the text matching model can be improved.