In our experience, by the time an IE system is in the 50-point performance range on the MUC-6 task, the majority of further progress results from a series of incremental changes that have a relatively small affect on the overall score.
a change that decreases performance by 1.26 points will almost certainly be removed from the system, whereas a change that increases performance by 1.29 will almost certainly be kept.