Research Article

Semi-Supervised Learning of Statistical Models for Natural Language Understanding

Figure 5

Comparisons of performance with or without the filtering stage.
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(a) CRFs with L-BFGS
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(b) CRFs with SGD
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(c) HM-SVMs