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A novel electron-deficient quinone structure was successfully developed and introduced into the conjugated backbone, significantly enhancing the electron mobility. The resulting polymer demonstrated remarkable insensitivity to film thickness when utilized as the electron transport layer in organic solar cells, presenting a promising solution for the fabrication of large-scale flexible devices in the future.