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Are any companies with the largest most capable models doing these things? Maybe OpenAI has used some of them for GPT-4.

But also maybe there is another company using a very large dataset and some optimizations. I would love to have an alternative so I wasn't 100% reliant on OpenAI.

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We train and serve large models at cohere.ai. We've shared some optimization techniques here: https://txt.cohere.ai/running-large-language-models-in-produ...

Awesome! Can your models write code?

They're trained and focused on language data, actually, not code specifically. There are both generation models and multilingual text embedding models (100+ languages, single model).

The author of this paper runs the inference team at OpenAI. So I would imagine that this is a record of her experiments without necessarily revealing which ones they're actually using in production.

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