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I find that an odd take. The paper claims to establish what causes the problem: dimensionality. They are clear in that they don't understand why. But this sort of work is what needs to be done to eventually solve the problem.
Solve what problem? My hammer can't drive screws. Is that a problem to solve?
If you market your hammer as an all purpose tool, yes. If LLM are worse than humans at predicting data it is valid to wonder why, you could think they would be better at it since they are next token predictors.