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By taking advantages of spherical fuzzy sets (SFSs) and linguistic variables (LVs), we give the definition of spherical linguistic sets (SLSs) and provide operations of spherical linguistic numbers (SLNs). Based on the proposed operations, we incorporate Muirhead mean (MM) into SLSs and introduce novel spherical linguistic aggregation operators. These proposed operators adsorb the inherent advantages of MM, i.e., taking the interrelationship among any numbers of aggregated inputs into account and producing flexible information fusion process. Furthermore, we apply the proposed method in MADM and present the main steps of a new method. In order to show its effectiveness, we use the method to solve an actual MADM problem. 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