How do you decide which benchmark datasets to use in a paper?

I keep running into the same problem when writing up results: there are several benchmark datasets I could report on, and each choice seems to invite a different kind of criticism.

I want the evaluation to be convincing without turning the paper into a long table of numbers.

How do you decide which benchmarks are essential and which ones you can leave out?