BERT FP uses a trained BERT transformer model, 61 learned from USPTO reaction dataset, which covers comprehensive reaction types, to encode reaction SMILES into 256 numerical values. The KEGG curated reactions were grouped by the first level of corresponding enzyme EC numbers, whilst the predicted reactions were grouped by that of most recommended enzyme from transformer.