For the six u:big conditions, this is not surprising: the Gigaword corpus consists of news, so the large unlabeled data set is in reality the same domain as WSJ.
if large unlabeled data sets are available that are similar to the TD, then one might as well use STATIC tagging since the extra work required for ONLINE/BATCH is unlikely to pay off.