Position: A Score Should Travel With Its Repair History

Machine learning settles many capability claims with scores on accepted benchmarks, and a venue reviews a benchmark once, when it accepts the paper that introduces it. We call this arrangement review once, use forever. We argue that it leaves without stewardship the instruments that, on the literatu