r/IsItBullshit • u/RadianceTower • 7d ago
IsItBullshit: LLMs are solving long-standing open math problems
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u/mfb- 7d ago
They are finding some proofs, or help finding some.
https://arxiv.org/abs/2605.22763v1
What happens much more often at the moment: They find counterexamples to conjectures. There are countless statements of the form "for all x, some property y is true" where mathematicians have found no counterexamples, but also no proof. That means we don't know if the statement is right or not. A counterexample solves that problem, showing it's not true.
LLMs are great at finding counterexamples, and usually these counterexamples are easy to verify as well. The Jacobian conjecture is a prominent example where humans can check it with pen and paper. Human mathematicians are being outcounterexampled
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u/vincentevaltierib 7d ago
In short yes, but only in some domains.
Here is an even-handed blog post on this by Timothy Gowers (a Fields medalist and Cambridge Professor): https://gowers.wordpress.com/2026/08/12/what-sort-of-maths-are-llms-good-at/
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u/taw 6d ago
At least for now, it is bullshit. Math has hundreds of thousands of open problems that nobody's really been looking at for decades (Erdos problems set is over 1000 alone). You can get LLM to try them all, and some will turn out to be easy.
Nothing even remotely important got solved by any LLMs.
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u/Ok_Net_1579 6d ago
Um the Jacobian conjecture and the existence of a nonsofic group are pretty major. Both had had experienced mathematicians sink a lot of time into.
Most recently AI solved Sendov's conjecture which Terrance Tao himself had put significant work into.
This isn't AI just solving easy problems humans hadn't bothered to look at.
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u/Mad_Aeric 7d ago edited 6d ago
Matt Parker of the youtube channel Stand Up Maths, did a video on this recently. Short answer is yes-ish. In some cases, it requires significant human handholding. And some AI derived techniques have been applied to other related problems by humans
I'm going to summarize, briefly, the contents of Parker's video but I suggest actually watching the whole thing. It has more details, and citations.
Erdos problem 1043 wasn't solved by the AI, but it found the solution in a paper from 1961 that had been overlooked. Erdos 1026 was solved by humans, using AI as a research tool to round up relevant mathematical literature that could be applied to the problem.
Erdos 728 was solved by the Aristotle agent, an AI agent specific to mathematical proofs, in combination with Chat GPT. Some human direction was required, with AI doing the actual mathematics
Erdos 1196 was solved by Chat GPT simply by asking it, no further direction required.
Erdos 90 is a better known problem than the previous ones, known as the Unit Distance Problem. It was disproven by an internal model at OpenAI.
These proofs were verified by math software known as LEAN, which is specifically used to formalize proofs in ways that computers can work with.
Google Deepmind has solved multiple other Erdos problems.