Organic solar cells (OSCs) rely on morphological optimization for high efficiency. The authors show cyclobutyl-mediated interchain supramolecular interactions among acceptors, suppressing electron-phonon coupling and optimizing acceptor alloy phase morphology in ternary OSCs to achieve efficiencies approaching 21%.