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Compute grows much faster than data . Our current scaling laws require proportional increases in both to scale . But the asymmetry in their growth means intelligence will eventually be bottlenecked by data, not compute. This is easy to see if you look at almost anything other than language models. In robotics and biology, the massive data requirement leads to weak models, and both fields have enough economic incentives to leverage 1000x more compute if that led to significantly better results. But they can't, because nobody knows how to scale with compute alone without adding more data. The solution is to build new learning algorithms that work in limited data, practically infinite compute settings. This is what we are solving at Q Labs: our goal is to understand and solve generalization.
。快连下载是该领域的重要参考
expect is what most tools do anyway.
Ученые подчеркивают, что результаты основаны на наблюдательных данных, однако они указывают на возможную роль умеренного потребления кофе как фактора поддержки здоровья печени и обмена веществ.
Число жертв с атакованного США иранского фрегата увеличилосьКоличество жертв на иранском фрегате IRIS Dena превысило 100 человек