In contrast, adding lexical information combined with syntax can help to improve performance: the syntactic structure enriched with lexical information provides a feature space where syntax constrains lexical similarity obtained from unlabeled data.
semantic syntactic tree kernels appear to be a suitable mechanism to adequately trade off the two kinds of information.