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Comment by miga89 | Hacker News Reader

How do the organisers keep the private test set private? Does openAI hand them the model for testing?

If they use a model API, then surely OpenAI has access to the private test set questions and can include it in the next round of training?

(I am sure I am missing something.)

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I wouldn't be surprised if the term "benchmark fraud" will soon been coined.

Benchmark fraud is not a novel concept. Outside of LLMs for example smartphone manufacturers detect benchmarks and disable or reduce CPU throttling: https://www.theregister.com/2019/09/30/samsung_benchmarking_...

CPU frequency ramp curve is also something that can be adjusted. You want the CPU to ramp up really quickly to make everything feel responsive, but at the same time you want to not have to use so much power from your battery.

If you detect that a benchmark is running then you can just ramp up to max frequency immediately. It’ll show how fast your CPU is, but won’t be representative of the actual performance that users will get from their device.

I suppose that's why they are calling it "semi-private".

And why o3 or any OpenAI llm is not evaluated in the actual private dataset.

These parent comments are the most clear and concise explanation of the difference between semi-private and private datasets that I have seen. Thank you.

If we really want to imagine a cold-war-style solution, the two teams could meet in an empty warehouse, bring one computer with the model, one with the benchmarks, and connect them with a USB cable.

In practice I assume they just gave them the benchmarks and took it on the honor system they wouldn't cheat, yeah. They can always cook up a new test set for next time, it's only 10% of the benchmark content anyway and the results are pretty close.

There's no honor system when there's billions of dollars at stake x) I'm highly highly skeptical of these benchmarks because of intentional cheating and accidental contamination.

They have two sets, a fully private one where the models run isolated and the semi-private one where they run models accessed over the internet.

Isn’t that why they call it “ Semi-Private”?

There’s a fully private test set too as I understand it, that o3 hasn’t run on yet.

And o3 will not run on the private set unless it is a truly free and open source model (presumably also the case for ARC-AGI-2). This is the distinction between private and semi-private. In private you provide all the knowledge/weights/logic to operate without any external communication. Private benchmark results are the only true evaluation of performance on any benchmark -- reserved for a final evaluation. It is the only way to prevent shenanigans.

That is the top question, actually. Given all the billions at stake.

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