The fact that the best overall F-score achieved is not higher may be ascribed to the heavy noise (spelling/grammar mistakes) contained in our web-data.
we believe that even with those data we can show the relative effectiveness of the different feature types which is the most relevant aspect in our proof-of-concept investigation.