Filtering reports using association labels

Is it possible to report on association labels? I need all contacts from partner companies (specific companies) on a deal to have a ‘partner’ association label. If I run a custom report displaying all deals and associated contacts and companies - I can’t see if the contacts from partner companies all have the label. Is there a way to view this?