Pushing the Boundaries of Molecular Property Prediction for Drug Discovery with Multitask Learning BERT Enhanced by SMILES Enumeration
2022-01-01 Xiaochen Zhang, Chengkun Wu, Jiacai Yi, Xiangxiang Zeng, Canqun Yang, Aiping Lyu, Tingjun Hou, Dongsheng Cao Research

This work explores multitask molecular property prediction with a BERT framework enhanced by SMILES enumeration. The study shows that large-scale pretraining and sequence augmentation can improve robustness and…