In our particular setup, the recall of the mention detection component is more important than its precision, because any missed mentions are guaranteed to affect the final score, but spurious mentions may not impact the overall score if they are left as singletons, which are discarded by our post-processing step.
our mention detection algorithm focuses on attaining high recall rather than high precision.