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The lack of device engineering limits the performance of many promising polymer acceptors. We employ a combined effort of the sequential processing technique and the incorporation of solid additive to significantly promote the all-polymer solar cell device (18%) with the polymerized small molecule acceptor (PJ1r). The device is made from toluene instead of the commonly used chloroform. An enhanced photostability is observed in the 18% device.