๐—ช๐—ต๐—ฎ๐˜ ๐—ฑ๐—ผ ๐˜†๐—ผ๐˜‚ ๐—บ๐—ฒ๐—ฎ๐—ป ๐—ฏ๐˜† โ€œ๐—•๐—ถ๐˜๐—ฐ๐—ผ๐—ถ๐—ป ๐—Ÿ๐—ฎ๐—ป๐—ด๐˜‚๐—ฎ๐—ด๐—ฒ ๐— ๐—ผ๐—ฑ๐—ฒ๐—นโ€ ??

๐˜๐˜ด ๐˜š๐˜ฑ๐˜ช๐˜ณ๐˜ช๐˜ต ๐˜ฐ๐˜ง ๐˜š๐˜ข๐˜ต๐˜ฐ๐˜ด๐˜ฉ๐˜ช ๐˜ต๐˜ณ๐˜ข๐˜ช๐˜ฏ๐˜ฆ๐˜ฅ ๐˜ต๐˜ฐ ๐˜ด๐˜ฑ๐˜ฆ๐˜ข๐˜ฌ ๐˜ญ๐˜ช๐˜ฌ๐˜ฆ ๐˜ข๐˜ฏ๐˜ฅ ๐˜ฆ๐˜ฎ๐˜ถ๐˜ญ๐˜ข๐˜ต๐˜ฆ ๐˜š๐˜ข๐˜ต๐˜ฐ๐˜ด๐˜ฉ๐˜ช ๐˜•๐˜ข๐˜ฌ๐˜ข๐˜ฎ๐˜ฐ๐˜ต๐˜ฐ ๐˜ฉ๐˜ช๐˜ฎ๐˜ด๐˜ฆ๐˜ญ๐˜ง, ๐˜ธ๐˜ช๐˜ต๐˜ฉ ๐˜ฉ๐˜ช๐˜ด ๐˜ช๐˜ฅ๐˜ฆ๐˜ข๐˜ด ๐˜ข๐˜ฏ๐˜ฅ ๐˜ฆ๐˜น๐˜ฑ๐˜ญ๐˜ข๐˜ฏ๐˜ข๐˜ต๐˜ช๐˜ฐ๐˜ฏ๐˜ด, ๐˜ฐ๐˜ณ ๐˜ฎ๐˜ฐ๐˜ณ๐˜ฆ ๐˜ต๐˜ฉ๐˜ฆ ๐˜ถ๐˜ฏ๐˜ฅ๐˜ฆ๐˜ณ๐˜ด๐˜ต๐˜ข๐˜ฏ๐˜ฅ๐˜ช๐˜ฏ๐˜จ ๐˜ฐ๐˜ง ๐˜ฎ๐˜ฐ๐˜ฅ๐˜ฆ๐˜ณ๐˜ฏ ๐˜‰๐˜ช๐˜ต๐˜ค๐˜ฐ๐˜ช๐˜ฏ ๐˜ฎ๐˜ข๐˜น๐˜ช๐˜ฎ๐˜ข๐˜ญ๐˜ช๐˜ด๐˜ต๐˜ด?

This is a common question. Read on to find out the answer ๐Ÿ‘‡๐Ÿผ

When you train or fine-tune a language model, what you are doing is essentially ๐™ฉ๐™ฌ๐™š๐™–๐™ ๐™ž๐™ฃ๐™œ ๐™ฉ๐™๐™š ๐™ฅ๐™ง๐™ค๐™—๐™–๐™—๐™ž๐™ก๐™ž๐™ฉ๐™ž๐™š๐™จ ๐™ฉ๐™๐™–๐™ฉ ๐™˜๐™š๐™ง๐™ฉ๐™–๐™ž๐™ฃ ๐™ฌ๐™ค๐™ง๐™™๐™จ ๐™ฌ๐™ž๐™ก๐™ก ๐™—๐™š ๐™จ๐™ฉ๐™ง๐™ช๐™ฃ๐™œ ๐™ฉ๐™ค๐™œ๐™š๐™ฉ๐™๐™š๐™ง ๐™ž๐™ฃ ๐™˜๐™š๐™ง๐™ฉ๐™–๐™ž๐™ฃ ๐™ฌ๐™–๐™ฎ๐™จ.

In other words, you are training the style of linguistic output, not so much what the model โ€œknowsโ€. Knowledge is an entirely different discussion and one weโ€™ll examine in a future post.

๐—ฆ๐—ผ ๐˜„๐—ต๐—ฎ๐˜ ๐—ฑ๐—ผ๐—ฒ๐˜€ ๐˜๐—ต๐—ถ๐˜€ ๐—บ๐—ฒ๐—ฎ๐—ป ๐—ณ๐—ผ๐—ฟ ๐—ง๐—ต๐—ฒ ๐—ฆ๐—ฝ๐—ถ๐—ฟ๐—ถ๐˜ ๐—ผ๐—ณ ๐—ฆ๐—ฎ๐˜๐—ผ๐˜€๐—ต๐—ถ?

Well, while we could try and tune the model to speak like Satoshi, what weโ€™ve chosen to focus on is training and tuning it on a far broader corpus of text. So while you could โ€œargueโ€ that Satoshi would speak like a Bitcoiner, the final result of this training is that the model by default will speak like some sort of average of all Bitcoiners and Austrian Economists.

This means that the style will be familiar in general, and represent the essence of Bitcoin thought (whatever the probabilities show that to be), hence the name Spirit of Satoshi, but, you will also be able to prompt it to take on a style.

We plan to do some cool things in this dimension, so stay tuned!

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