All-polymer solar cells (all-PSCs) have achieved tremendous progress due to the recent advances of polymerized small molecule acceptors (PSMAs) and their power conversion efficiencies (PCEs) have reached over 14%. However, the practical applications of all-PSCs are still severely restricted by the lack of PSMAs with a broad absorption spectrum, high electron mobility, low energy loss, and good batch-to-batch reproducibility. Herein, a multi-selenophene-containing PSMA, namely PFY-3Se, based on a selenophene-fused SMA framework and a selenophene π-spacer was designed and developed. Compared to its thiophene analog PFY-0Se, PFY-3Se possesses a significantly red-shifted absorption (~30 nm), increased electron mobility, and improved intermolecular aggregation and packing. When matched with polymer donor PBDB-T, the PFY-3Se-based all-PSCs achieved an impressive PCE of 15.1% with both high short-circuit current density of 23.6 mA cm-2 and high fill factor of 0.737, and a low energy loss, which are among the best values in all-PSCs field reported so far and much better than those of thiophene analogs (PCE=13.0%). More importantly, PFY-3Se maintains similarly good batch-to-batch properties which is very helpful for realizing reproducible device performance. This is the first reported and also is very rare for the PSMAs so far which provides a potential candidate for efficient all-PSCs toward practical applications.