Tasks easy to benchmark are easy to train on: if you can measure it, you can hill-climb it

gleech · x · 2026-11-11

Adam Scholl observes that tasks easy to make benchmarks about share a lot in common with tasks easy to train on: if you can measure performance on a task numerically, you can probably also train to hill-climb that metric — explaining why benchmark scores often diverge from real capability.

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