Since the supervised model is trained only on Wikipedia, the mention prior component dominates, and the system incorrectly infers that George Harrison refers to the Beatle.
while both these approaches can be implemented using a distributed processing framework such as map-reduce (Dean and Ghemawat, 2008), the latter where we only infer the missing entity labels scales better than the standard EM approach.