Before revision:  Most recently , deep learning techniques have shown promise in allowing  residue-residue contacts to be predicted accurately even for shallow sequence alignments.
After revision:  Most recently , deep learning has shown promise in allowing residue-residue contacts to be predicted accurately even for shallow sequence alignments.