To handle this issue, we created positive training instances for all members of the coreference chain in the same sentence as the opinion, and negative instances for the other noun phrases.
we can improve on this by adding the holder interaction features: both the SHARED HOLDERS and HOLDER TYPES + PATH features contribute to improving the recall even further.