Is there any paper or any one already did build deep learning model using grammar generated from parse tree or even using parse tree as trai

2017-07-17 11:40:55

I am exploring on finding Intent from text , text semantic similarity between two text(either finding duplicate questions or finding candidate answers from user question). to do that i have tried some NLP algorithms like grammar generation using ccg or cfg parser, knowledge graph .. etc. and everything works but to some extent not at least 90%. similarly using machine learning and deep learning i tried , same it also worked for some extent.

i am little confused how come other people are able to achieve success !! and didn't i ? either some mistake i am doing or something else.!!

so decide to follow existing work on this problem.!!

so question is "Is there any paper or any one already did build deep learning model using grammar generated from parse tree or even using parse tree as training data?" if there please provide some link?