Sample generation method, device and equipment

The embodiment of the invention discloses a sample generation method, device and equipment. According to the scheme, according to article features and attention features of users for the article features, a first preference score of a first sample user for a first article and a second preference score of the first sample user for a second article are predicted through a model, and the first preference score is higher than the second preference score; according to a set attention disturbance parameter, adjusting the attention feature of the first sample user, and according to the adjusted attention feature, updating the first preference score and the second preference data; learning a target value of the attention disturbance parameter by taking reduction of a gap between the updated first preference score and the second preference score as a target; and under the target value, if the updated first preference score is lower than the second preference score, generating a second sample user for training the model according to the adjusted attention feature.