The present application relates to the field of artificial intelligence, and provides a text processing method and a model training method and apparatus, the method comprising: acquiring target knowledge data, the target knowledge data comprising a first noun entity, a second noun entity, and a connection between the first noun entity and the second noun entity; processing the target knowledge data to acquire a target knowledge vector; processing text to be processed to acquire a target text vector, the text to be processed comprising the first noun entity; on the basis of a target fusion model, fusing the target text vector and the target knowledge vector to acquire a fused target text vector and a fused target knowledge vector; and, on the basis of a target processing model, processing the fused target text vector and/or the fused target knowledge vector to acquire processing results corresponding to a target task. The present technical solution can increase the accuracy of the processing results of the target processing model for a target task.
TEXT PROCESSING METHOD AND MODEL TRAINING METHOD AND APPARATUS