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Oh wow, so it worked pretty well on data it hasn't seen. That expected but cool to reproduce.

Have you seen this leaderboard of sorts[1], and this proposal to change hutter prize[2]?

I think it's a really clever idea that you could measure an LLM's prediction abilities and language understanding by some sort of held-out compression metric because file sizes are very concrete. They are already beating shannon's numbers using a human prediction for compression, from what i can see.

https://github.com/hkust-nlp/llm-compression-intelligence

https://gwern.net/hutter-prize

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