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These older networks can be trained on far less data than transformers and still perform well for many applications.
This process is known as “pre-training” and is part of what makes transformers so powerful.
What I think GPT-3 has done differently is the fact that there’s just orders of magnitude more data that is now being used to train this transformer technique.
GPT-3 is part of a family of language models known as transformers, which represented a major breakthrough in applying unsupervised learning to natural-language processing when the first one was introduced in 2017.
Much of this is tied to how large the context window is in the transformer architecture.
He had a private wire to his desk, and a transformer that turned the current from the box back into thoughts.
NINE MEN IN TIMENOEL MILLER LOOMIS
The dimensions of the complete magnetic circuit, of the transformer you are going to construct, are given in Fig. 11.
If the magnetic circuit surrounds the windings, as indicated in Fig. 10, the transformer is said to be of the shell type.
These pieces can now be clamped across the ends of the transformer with small bolts, as shown in Fig. 19.
This still left them twenty light-years from Thetis, with a cupful of transformer fuel in the emergency tank.
WARRIOR RACEROBERT SHECKLEY

WORDS RELATED TO TRANSFORMER

Roget's 21st Century Thesaurus, Third Edition Copyright © 2013 by the Philip Lief Group.

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