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crazypython | 3 years ago

How did you come up with the long-term memory idea?

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gamegoblin|3 years ago

Seemed vaguely like how the brain does it. You think a thought, and somehow your brain conjures memories that are semantically related to that thought. That sounds a lot like a nearest neighbors algorithm on a language model embedding vector to me.

visarga|3 years ago

There is a paper from DeepMind

RETRO - Improving language models by retrieving from trillions of tokens (2021)

> With a 2 trillion token database, our Retrieval-Enhanced Transformer (Retro) obtains comparable performance to GPT-3 and Jurassic-1 on the Pile, despite using 25× fewer parameters.

https://www.deepmind.com/publications/improving-language-mod...