How do you improve data quality when working with Natural Language Processing?

[gamingzoe]

There are several ways to approach Natural Language Processing, so I wanted to compare experiences.

I am particularly interested in data quality and security. I would like to compare approaches that people have actually used rather than just theoretical suggestions.

What trade-offs have you found between quality, speed, cost, and reliability?