Unlike in the pipeline approach, where entity extraction influences implicit opinion identification, which in turn influences relation extraction (but not vice versa), in a joint inference approach, all three tasks can influence each other.
recall that one problem with the pipeline approach is that if the entity extraction model fails to extract an entity, the opinion-argument classifiers cannot extract the relations for the opinion in consideration.