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A misalignment of AI in mathematics

mathandai.org

151–160 of 637 posts

Re: A misalignment of AI in mathematics

#151
post #134

Earlier quoted context omitted.

That means that academia is outdated not that LLM math is bad

Okay so you are saying the old incentive structure is outdated. What is the new incentive structure in the LLM era? What exactly makes people want to understand LLM-produced math?

I actually read through a bunch of LLM slop on the weekends trying to catch white whales I couldn't during my math PhD.

The incentive is solving the problem and understanding the solution.

Re: A misalignment of AI in mathematics

#152
post #70

"how to make sure that, as AI changes the way work is done, we do not lose sight of what that work was meant to achieve in the first place." That sounds like an "us problem", not an AI or OpenAI/Anthropic problem.

Are you implying that OpenAI using someones unpublished research without their permission to solve an career defining math problem with their latest model in order to publish first is a problem with the mathematicians? My read on this document is that people's work isn't being fairly cited more than what does it mean to be a mathematician in this age.

I didn't know this article was about that issue at all. Yeah, if the issue is properly citing work then yes, OpenAI needs to do that. But the article read like it was tackling a completely different issue.

Re: A misalignment of AI in mathematics

#153

To be honest I didn’t get that much outrage here: https://news.ycombinator.com/item?id=49662116 It seems like a lot of the issue here is that these problems aren’t interesting in and of themselves, but they lead down interesting roads. It defeats the purpose if you solve them without getting any real understanding. It’s akin to saying you’ve solved “pancake flipping” problems with a waffle maker, or “travelling sales…

Going to the gym and using a forklift

This is a good metaphor for treating the means as an end, thanks. And I agree with your parent comment that that is largely the misalignment that Terence is pointing out.

Re: A misalignment of AI in mathematics

#154

Earlier quoted context omitted.

I don't understand how that metaphor applies here, you seem to contradict yourself. The mathematicians are mad at openai. If the mathematicians are the black ants and OpenAI is shaking the box, who are the red ants?

Everyone that will now pick sides. Just wait, I’m already seeing it on Reddit.

Gotcha. In that case, the "ants" part of the metaphor is truly fitting since these people just like to comment online and are mostly insignificant. Unlike the ants, they can evolve and become the mathematicians or get a job at a frontier AI lab but then they wouldn't be spewing so many comments.

Don't worry about what they write, they just want to feel emotions from any news article.

Re: A misalignment of AI in mathematics

#155
post #118
post #37

The concerns seem valid. I'm unclear what the ask is, though. What, even in theory, is a practical and realistic fix?

When writing math papers, many (but unfortunately not all) mathematicians go through a post-processing step, where they take their ideas and proofs, and try to reduce them to simple and reusable core ideas that can be understood by the reader. Good writers will often also provide some representative examples that guided the proofs, explaining why various intermediate results can't be strengthened and why the proof ca…

It's funny that seems like a step the human mathematicians would want, and (at least for now) might still outperform the machines on. In the same way that, eg, the notebooks of Galois contained the core breakthroughs in a messy form, and generations after him simplified and synthesized those ideas, until you finally have books and videos accessible to undergraduates.

Re: A misalignment of AI in mathematics

#156

"how to make sure that, as AI changes the way work is done, we do not lose sight of what that work was meant to achieve in the first place." That sounds like an "us problem", not an AI or OpenAI/Anthropic problem.

Indeed, I wonder how a similar letter by Uber drivers would be received -- "navigation is an intrinsically human domain, personal relationships are critical for passengers and drivers to progress in the world, etc etc." Or doctors, for that matter.

We are all going to have to come to terms with entities more capable than we are, and in many cases, letting the real work be done by the AIs will be the right thing to do. For all the huffing and puffing about the "human touch" in medicine, it will eventually become downright irresponsible to consult only with a human doctor. I am not sure if this is the case in mathematics or not, but if it isn't, that suggests math will be relegated to more of a hobby than a cutting edge scientific discipline.

Re: A misalignment of AI in mathematics

#157

Puts the onus on the AI companies to provide a specific replacement mechanism, no? Unless I'm unfamiliar with something else he's written that proposes something more specific and constructive To Tao’s credit he obviously identified the problem very clearly and admits understandably "we did not have the time to have a more consultative process, as with Leiden; but we decided that the urgency of the situation was such…

How specific and constructive it is might be debatable, but he has tried to make concrete recommendations earlier; see e.g. slides 46-51 from the ICM talk: https://teorth.github.io/tao-web/slides/age-of-ai-icm-2026.p... – obviously there's some way to go still.

Re: A misalignment of AI in mathematics

#159
This reads like people lamenting a bygone era and making a desperate attempt to bring it back. I'm sorry. Outside of the good ol' boys club, no one cares about some process they've romanticized simply because "that's how its always been done". Absolute nonsense.

We are moving forward and if that means no human wins a fields medal because they didnt spend three decades working on a problem that could be solved in three days, the world will be better for it.

Re: A misalignment of AI in mathematics

#160
post #148
post #127

Earlier quoted context omitted.

Right. It seems like reading an AI proof (although it may not be well written) will provide the same insights as reading a proof from another mathematician, assuming it's been reviewed and edited, just like any human-authored publication. If the work is inherently valuable on it's own, I feel like that's mostly what matters.

At issue is the fact that it doesn't typically work like: mathematician produces a proof in isolation, generates a PDF, and shares it with a bunch of people. There's a whole culture and community going on behind the scenes with conferences, seminars, lectures, chats in the hallway, advising students, etc. that AI-generated proofs bypass.

I don't think that AI would disrupt any of that. Even if AI solves a problem, you can still discuss the methods at conferences, seminars, lectures, chats in the hallway, advising students, etc.
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