Before revision:  In recent years,  increasing number of research papers reported fascinating results on using deep neural networks to learn 2D molecular representations as fingerprints.
After revision:  In recent years, an increasing number of research papers reported fascinating results on using deep neural networks to learn 2D molecular representations as fingerprints.