Planning on keeping a closed eval? That won't prevent saturation...
8:55 AM 路 Jun 2, 2026 路 545 Views
The paper argues benchmarks have temporary, natural lifecycles
Planning on keeping a closed eval? That won't prevent saturation...
in one of the first comprehensive analyses on saturation, we studied 60 popular benchmarks and busted some myths
private test sets and open-ended tasks do not prevent saturation. benchmarks are evolving measurement instruments with lifecycles, not static artifacts
The paper argues benchmarks have temporary, natural lifecycles
Planning on keeping a closed eval? That won't prevent saturation...