For the dialogue history and query encoder, we used the dependency parse tree for capturing structural information in the encodings.
if the conversations occur in a language for which no dependency parsers exist, for example: codemixed languages like Hinglish (Hindi-English) (Banerjee et al., 2018), then we need an alternate way of extracting a graph structure from the utterances.