What is the best algorithm for supervised text categorization of papers?

I have a training set of ca. 2500 manually categorized abstracts and want to automatically categorize 4M papers. What is the best tool to download? Till now, I have only 90% with Kappa at 0.8 in...

13 March 2015 6,610 12 View