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We analyzed 10,536 responses to situational judgment test items using the generalized many-facet Rasch model. This study aimed to identify common argument structures and evaluate rater biases in scoring, considering traits like consistency, severity, and restrictiveness. The research provides insights into refining assessment methodologies.