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insight - Sophia Optimizer for Language Models
Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training
Sophia is a second-order optimizer that achieves a 2x speed-up compared to Adam in training language models, reducing time, cost, and compute resources.
Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training
Sophia is a second-order optimizer that achieves a 2x speed-up compared to Adam in training language models, reducing time and cost significantly.
Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training at Stanford University
The authors introduce Sophia, a second-order optimizer for language model pre-training that achieves significant speed-ups compared to Adam. Sophia adapts efficiently to heterogeneous curvatures and uses a light-weight diagonal Hessian estimate.
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