Comment by sankha93

Natural language is ambiguous, so I do not think any programming by example methods will work well here. I think if you are working with a limited vocabulary in the set of sentences you want to parse, it may be fine to roll out a handmade solution. For general english, there is work in intent identification in NLP that can give you structured intents from raw english text, which can then be lifted to make programs as a secondary step.