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GaryMarcus Avatar Gary Marcus @GaryMarcus on x 184.3K followers Created: 2024-07-25 17:39:13 UTC

To a certain extent this is confused. “Frontier models” usually means “really big LLMs”, but the new system from @GoogleDeepMind is a neurosymbolic hybrid.

No pure LLM is anywhere near getting a silver medal in a math olympiad.

The most important lesson from the new system (AlphaProof) is that we need to broaden our search of architectures — and embrace symbolic AI as a component, contra recent remarks from @ylecun.

Pure deep learning had a good run, but it is time to move on.

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