For tractability, probabilistic graphical models are typically constrained by making conditional independence assumptions, thus imposing structure and locality on X ∪ Y.
typically, NER would pass only the mentions "David", "manu", and "la" to the NED stage, which then is prone to many errors like mapping the first two mentions to any prominent people with first names David and Manu, and mapping the third one to the city of Los Angeles.