... higher. Figure 1 demonstratesthese phenomena for two leading models, Collins(1999) model 2, a generative model, and Charniak and Johnson (2005), a reranking model. The parseradaptation scenario is ... parsing models only.Ngai and Yarowsky (2000) used an ensemble based on bagging and partitioning for active learning for base NP chunking. They select top items with-out any graded assessment, and ... lines) and Charniak (bottom two lines) model, in the twoscenarios (in-domain and adaptation), vs. the min-imum length (ML lines 1 and 3) and confidence(CB, lines 2 and 4) baselines, using N = 20 and S...