Ternary non-fullerene polymer solar cells with record-high power conversion efficiency and fill factor are demonstrated by adding a strongly aggregating polymer, P1. The addition of P1 significantly enhances the crystallization of the blend film, while maintaining the desired morphology, resulting in improved charge extraction and suppressed charge recombination.