2/ Model A may beat model B on average, but model A can still lose to model B if judged by the min. over several tasks.
I wrote a brief blog post on this (good time to announce I started a substack!).
shuvom.substack.com/p/revenge-of...
Or maybe, revenge of the 1st quantile. What common AI benchmarking discourse misses.