We present new data and semantic parsing methods for the problem of mapping English sentences to Bash commands (NL2Bash). Our long-term goal is to enable any user to perform operations such as file manipulation, search, and application-specific scripting by simply stating their goals in English. We take a first step in this domain, by providing a new dataset of challenging but commonly used Bash commands and expert-written English descriptions, along with baseline methods to establish performance levels on this task.

https://arxiv.org/abs/1802.08979

https://thegradient.pub/frontiers-of-generalization-in-natural-language-processing/

https://github.com/zotroneneis/harry_potter_universe

https://developers.google.com/machine-learning/guides/text-classification/

How to Invent a Language, From the Guy Who Made Dothraki

Full Article: https://www.birmingham.ac.uk/research/activity/corpus/news/2018/sinclair-lecture-2018.aspx