What metrics must i use in my data(unstructured) preprocessing research?
The corpus quality can be determined using the zipf law ,vocabulary growth curve and the pareto distribution. An interesting thesis which explains this can be found at   

http://ilk.uvt.nl/downloads/pub/papers/hait/camp2008.pdf