The mixed fine-tuned model was further benchmarked against 'Ring Breaker', the templatebased model trained specifically for heterocycle retrosynthesis. To allow for fair comparison, we re-trained 'Ring Breaker' with our additionally extracted ring formation data, using the whole Ring dataset and ring formation reactions from the General dataset. We compared the performance of the mixed fine-tuned model to this ring-breaking specific template-based model.