From the design document: 

A sysperf benchmark should be made that actually refines the shard key for a collection with a huge number of chunks to uncover any unforeseen performance problems. This benchmark will serve mostly as a sanity check and should only be added as a permanent benchmark if it is found to add valuable enough performance coverage beyond the coverage from the benchmark in SERVER-42400.