A simplified machine learning workflow for identifying potential singlet fission candidates: benzannulated biphenylenes as a case study

Singlet fission (SF) can improve solar-cell efficiency. We present a machine-learning workflow combining AQME, ROBERT, and DFT calculations to screen 3835 benzannulated biphenylenes, identifying 505 promising candidates for SF.