In semantic parsing, there is extensive work on using deep neural networks for training models over manually created logical forms in a supervised learning setup (Jia and Liang, 2016;Ling et al., 2016;Dong and Lapata, 2018).
creating labeled data for this task can be expensive and time-consuming.