In NLP there is a large amount of boilerplate and perprocessing code. The barrier to entry is actually quite high. New machine learning model for machine translation? "Sorry I'm not convinced your model would work with a sophisticated multitext grammar using available translation lexicons etc etc".

Building a convincing baseline is hard. Which means that it is difficult to show your approach works in general