MolXPT: Wrapping Molecules with Text for Generative Pre-training

Benchmark Model Rank Results
molecular-property-prediction-on-bace-1MolXPT#1ROC-AUC: 88.4
molecular-property-prediction-on-bbbp-1MolXPT#10ROC-AUC: 80.5 ± 0.5
molecular-property-prediction-on-clintox-1MolXPT#3ROC-AUC: 95.3±0.2
molecular-property-prediction-on-hiv-datasetMolXPT#6AUC: 0.781
molecular-property-prediction-on-sider-1MolXPT#3ROC-AUC: 71.7
molecular-property-prediction-on-tox21-1MolXPT#8ROC-AUC: 77.1
molecule-captioning-on-chebi-20MolXPT#13BLEU-2: 59.4BLEU-4: 50.5METEOR: 62.6ROUGE-1: 66ROUGE-2: 51.1
text-based-de-novo-molecule-generation-on-text2molMolXPT#19Exact Match: 21.5Frechet ChemNet Distance (FCD): 0.45MACCS FTS: 85.9