The performance of organic optoelectronic devices relies on OOMs. Although deep learning has sped up material discovery, current deep generative models face difficulties with fused-ring molecules and conjugated fragment assemblies. Our proposed framework, O 2 -GEN, provides a solution to address these challenges and offers a powerful tool for the needs of experimental researchers.