It is pointed that extremely unbalanced kernel values cause overfitting.
collins and Duffy (2001) used W (S i ) = λ (# of productions in S i ) , and Kashima and Koyanagi (2002)  is a factor to alleviate the unbalance by penalizing large subtrees.