We prove that modules over an Artinian Gorenstein local ring have rational Poincar'e series sharing a common denominator if is a Golod ring. If is a Gorenstein local ring with square of the maximal ideal being generated by at most two elements, we show that modules over have rational Poincar'e series sharing a common denominator. By a result of \c Sega, it follows that satisfies the Auslander-Reiten conjecture. We provide a different proof of a result of Rossi and \c Sega concerning rationality of Poincar'e series of modules over compressed Gorenstein local rings. We also give a new proof of the fact that modules over Gorenstein local rings of codepth at most three have rational Poincar'e series sharing a common denominator, which is originally due to Avramov, Kustin and Miller.

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