We can regard the Bergsma and Lin (2006) approach and our discriminative system as two orthogonal views of gender, in a co-training sense (Blum and Mitchell, 1998).
the CONTEXT-AUTO predictions improve accuracy, as these scores provide orthogonal and hence helpful information for the semi-supervised classifier.