These types of features result in an improvement in both the mention detection and coreference resolution performance , as shown through experiments on the ACE 2004 Arabic data .
automatic content extraction
ACE
Numbers under `` ECMF '' are Entity-Constrained-Mention F-measure and numbers under `` ACE-Val '' are ACE-values . These types of features result in an improvement in both the mention detection and coreference resolution performance , as shown through experiments on the ACE 2004 Arabic data . The experiments are performed on a clearly specified partition of the data , so comparisons against the presented work can be correctly and accurately made in the future .
These types of features result in an improvement in both the mention detection and coreference resolution performance , as shown through experiments on the @@CITATION Arabic data .