(2005) do semi-supervised learning over the query logs to classify queries into topics, but also train with hundreds of thousands of manually annotated queries.
while we also use the query logs and the identities of web pages of associated with each query, we are interested in finding methods that can be applied when that much annotation is prohibitive.