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Comment by volkercraig

3 hours ago

> we'll see more specialized math AI resembling StockFish soon

Heuristically weighted directed graphs? Wow amazing I'm sure nobody has done that before.

My claim is that LLMs waste a lot of time training on all available data.

Math is a sequence of formal rules applied to construct a proof tree. Therefore an AI trained on these rules could be far more efficient, and search far deeper into proof space

  • It has been tried. Lenat's Automated Mathematician, for example. The problem is that the system succumbs to combinatorial explosion, not knowing which directions are interesting/promising/productive. LLMs seem to pick up some kind of intuition from the data they are fed. The generated data might not have the needed "human touch" or whatever it is.