The proposed automatic expert induction scheme (row elitist LOP) gives consistent and statistically significant improvements over the MaxEnt baselines on both CoNLL and MUC test sets.
on the CoNLL test set, we ob-   serve an improvement of 3.7% absolute F 1 over Maxent-2 .