Besides the sheer size of these data sets, the main attraction of user logs lies in the possibility to capitalize on users' input, either in form of user-generated query reformulations, or in form of user clicks on presented search results.
noisy, sparse, incomplete, and volatile these data may be, recent research has presented impressive results that are based on simply taking the majority vote of user clicks as a signal for the relevance of results.