Semi-Supervised Learning of Statistical Models for Natural Language Understanding

Figure 4

Comparison of performance on models learned with feature sets chosen based on different window sizes.

(a) CRFs with L-BFGS

(b) CRFs with SGD

(c) HM-SVMs