GOALS STAND ARDIZATION FOR PERFORMANCE APPRAISAL

摘要

A system and method for training a model for standardization of goals associated with a performance appraisal are provided. The method includes identifying labeled and unlabeled goals associated with a role. The goals includes template and manually created goals. Each of the template goals is associated with a class label, and includes a corresponding goal description and corresponding self-comments. First and a second classifiers are trained using goal description and the self-comments. Candidate negative goals are identified and excluded from the goals to obtain a set of unlabeled goals. The set of unlabeled goals are classified by the first and second classifier, and a confidence score associated with the classification is determined. The unlabeled goals with high confidence score are added to labeled goals to obtain an updated set of labeled goals. The first and second classifiers are iteratively co-trained and goals using the updated set of labeled goals.