After adding this the F-score on testset goes up from 94.1% to 94.4% for SGD and MADF, 95.5% for ADF, comparable to CRF++.
on a different dataset CWS PKU, adding this "F" feature decreases F-score by 0.1%, still higher than CRF++ by 0.3%.