We have to mention that we did not optimize the fine-tuning of the GPT-3 model, i.e., we did not try to optimize how a sentence is presented to the model; one can envision that specific tokenization can have better results for chemical sentences. Also, we did not tune the number of times we show an example to a model (i.e., the number of epochs or the learning rate).