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AI Socratic

MLST — AI benchmarks are broken! [Prof Melanie Mitchell]

November 6, 2025Posted by Federico Ulfo

MLST — AI benchmarks are broken! [Prof Melanie Mitchell]

I really love this part of the MLST interview in which Prof Mitchell says the key LLM question is: what kind of “understanding,” if any, is really going on?

  1. They don’t and can’t truly “understand” — it’s just word statistics.
  2. They do form rich, concept-like mental models.
  3. Or their huge correlations amount to a new, non-human kind of understanding.

https://youtu.be/fS-NN6VRzT8?si=0SJl24g9cIW1IVwm