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myrmidon • today at 12:54 PM • 1 reply • view on HN

I don't think that real-time, superhuman AI performance is ever gonna happen with <1b parameter models.

Biology had a lot of time, attempts and pressure to make this work but even the most optimized lines (something like a magpie) need more complexity (almost a billion neurons) to get a fraction of superhuman intelligence.

Results with small artificial neural nets are very limited so far, too.


Replies

skew-aberration • today at 1:46 PM

On the other hand, symbolic reasoning easily gets superhuman results in narrow domains. The Robbins Conjecture was proved on hardware like that in 1996 after 60 years. You could check out this theorem prover benchmark suite that has been maintained for over 30 years https://www.tptp.org/