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Comment by strommec

It's surprising that Exponential Time Hypothesis would be false. Quoting a paper from 2022[1]:

> We prove that the time complexity of self-attention is necessarily quadratic in the input length, unless the Strong Exponential Time Hypothesis (SETH) is false[...]

If OpenAI's proof is correct, does that mean self-attention can be implemented in sub-quadratic time? I.e. we could eventually have all the most advanced LLMs running on cheap hardware? To put it more playfully, is ETH being false actually bearish for Nvidia?

[1]: https://arxiv.org/abs/2209.04881

parent strommec 5 days ago

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