OSCs. In 2020, the first Y6-series-based polymer acceptor was reported, and since then, these acceptors have been recognized as the best n-type materials. achieving the first single-junction OSC with an efficiency of over 18% when blended with Y6 small molecule. The CP structures from group 2 containing one of these five acceptor units are used to assess the extrapolation performance of the trained ML models.