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> And an LLM could very much ingest such a paper and then, I expect, also understand how the concepts mapped to the source code implementing them.

LLM don't learn from manuals describing how things works, LLM learn from examples. So a thing being described doesn't let the LLM perform that thing, the LLM needs to have seen a lot of examples of that thing being perform in text in able to perform it.

This is a fundamental part to how LLM work and you can't get around this without totally changing how they train.



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