MLE-bench

“Their final results with a one preview and this a scaffolding from a different company was that they got a bronze medal. I don't think I've ever achieved once but I haven't competed that much in. 17% of competitions.”

“Just for one seed, For one run of these things cost 4000 dollars all in with the GPU plus the tokens. And a bulk of the cost was actually the token, so even if you cut the GPU out, it'll still cost you three grand to run on one preview.”

“They do a lot of checks against overfitting on the Kaggle tasks themselves, and so they do something where they obfuscate some of the details of the Of the competitions, and then they rerun it. And I guess if they were overfitting on the competitions themselve…”

“They compared a CPU only setup to a GPU setup to a multi GPU setup, and it kind of made no difference really.”

“Since a grandmaster requires five gold medals and oh, and preview gets an average of eight or sorry, seven gold medals. They're out competing even capital grandmasters.”