If the problem is that it didn't know where to apply the without, then why does it show me results from only a single entity? I would prefer so see an interleaved set of results containing all ambiguous entities.
I think that given the complexity of the problem they don't even try to parse the sentence and do attribution - they just shotgun with ML and hope for the best.
