There is ongoing debate regarding the validity of the distinction of alcohol abuse and dependence, the distinction between normality and alcohol abuse, and the absence of craving in the DSM-IV classification of alcohol use disorders. In this study, we examine the discriminant validity of the DSM-IV alcohol use disorder diagnoses in three different populations (98 patients from an alcohol treatment service, 68 nontreatment-seeking heavy drinkers, and 75 psychiatric outpatients). We compare the results of the DSM-IV classification with an alternative classification that requires craving and withdrawal for the diagnosis of dependence and at least two DSM-IV abuse-dependence symptoms for the diagnosis of abuse: the Craving Withdrawal Model (CWM). Although the total prevalence of any alcohol use disorder did not differ between DSM-IV and CWM, the distinction between normality and abuse and between abuse and dependence was better for the CWM categories.