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Ring-Zero: Scaling Zero RL to a Trillion Parameters for Emergent Reasoning

20 points - today at 9:38 PM

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  • plastic-enjoyer

    today at 11:12 PM

    > scaling to 1T parameters significantly enhances sample efficiency and performance ceilings;

    Man, I find SOTA deep learning somewhat hilarious. We scale models to absurd proportions, burning through a shitload of resources just to achieve (slightly above) human intelligence. The human brain has a few billion neurons and uses as much power as a light bulb.

      • pfdietz

        today at 11:27 PM

        The human brain is estimated to have approaching 10^11 neurons (most of them in the cerebellum).

        However, a neuron is much more than a single parameter. The brain is estimated to have from 10^14 to 5x10^14 synapses.