The Maximum Satisfiability problem (MaxSAT) is a major optimization challenge with numerous practical applications. In recent MaxSAT evaluations, most MaxSAT solvers have adopted an ILP solver as part of their portfolios. This paper investigates the impact of Integer Linear Programming (ILP) preprocessing techniques on MaxSAT solving. Experimental results show that ILP preprocessing techniques help WMaxCDCL-OpenWbo1200, the winner of the MaxSAT evaluation 2024 in the unweighted track, solve 15 additional instances. Moreover, current state-of-the-art MaxSAT solvers heavily use an ILP solver in their portfolios, while our proposed approach reduces the need to call an ILP solver in a portfolio including WMaxCDCL or MaxCDCL.