For example, string similarity or edit distance between a mention surface and an entity's canonical form (Cucerzan, 2011;Cassidy et al., 2011), and the prior probability of a mention surface being some entity, etc.
aQUaINT is originally collected by (Milne and Witten, 2008) and mimics the structure of Wikipedia.