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What if the model has already seen the test?

A public score becomes harder to interpret when the training corpus is unknown. Novel questions probe a different failure mode, without proving what the original corpus contained.

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we don't know what gpt4 was trained on I don't know what gpt4 was trained on
Sparks of AGI: early experiments with GPT-4 · ▶ 17:35–17:49
some of the questions from these things actually leaks through to some of the training sets
A Hackers' Guide to Language Models · ▶ 59:53–60:04