testing question: how do you handle Natural Language Processing?

[hannahsignal]

I am trying to improve my approach to Natural Language Processing and could use some practical advice.

I am particularly interested in testing and setup choices. I would like to compare approaches that people have actually used rather than just theoretical suggestions.

What would you tell someone trying this for the first time?