SpanPtr (Xu and Hu 2018) encodes the entire dialogue history with a bidirectional LSTM and extracts slot worth for each slot by producing the start and end positions in dialogue historical past. In DeepSets (Zaheer et al., 2017), a sum-decomposable family of capabilities is derived for a category of neural network architectures that encodes a…