Can someone explain how this would work?

> the answers are known to the authors of the questions but will remain encrypted for a short time.

Ok. But humans may be able to solve the problems too. What prevents Anthropic or OpenAI from hiring mathematicians, have them write the proof and pass it off as LLM written? I'm not saying that's what they'll do. But shouldn't the paper say something about how they're going to validate that this doesn't happen?

Honest question here. Not trying to start a flame here. Honestly confused how this is going to test what it wants to test. Or maybe I'm just plain confused. Someone help me understand this?

This is not a benchmark. They just want to give people the opportunity to try their hand at solving novel questions with AI and see what happens. If an AI company pulls a solution out of their hat that cannot be replicated with the products they make available to ordinary people, that's hardly worth bragging about and in any case it's not the point of the exercise.

The authors mention that before publications they tested these questions on Gemini and GPT, so they have been available to the two biggest players already; they have a head start.

Looks like very sloppy research.

I don't think it's that serious...it's an interesting experiment that assumes people will take it in good faith. The idea is also of course to attach the transcript log and how you prompted the LLM so that anyone can attempt to reproduce if they wish.

They could solve the problems and train the next models with the answers, as such the future models could “solve” theses.

Hey, sorry, totally out of context but I've always wanted to ask about the username. I keep reading it as "yoruba" in my mind. What does it mean, if I'm not being indiscreet?

You're not the first to have wondered: https://news.ycombinator.com/item?id=20730027

Well, now that I read that comment I remembered having read it before. My mind is going.

Nothing prevents them, and they are already doing that. I work in this field and one can be sure that now, because of the notoriety this preprint got, the questions will be solved soon.

It's possible but unlikely given the short timeline, diverse questions that require multiple matheamticians, and low stakes. Also they've already run preliminary tests.

> It's possible but unlikely given the short timeline

Yep. "possible but unlikely" was my take too. As another person commented, this isn't really a benchmark, and as long as that's clear, it seems fair. My only fear is that some submissions may be AI-assisted rather than fully AI-generated, with crucial insights coming from experienced mathematicians. That's still a real achievement even if it's human + AI collaboration. But I fear that the nuance would be lost on news media and they'll publish news about the dawn of fully autonomous math reasoning.

Because LLMs are deterministic, they could provide the model files, prompt, and seed used.

That was exactly my first thought as well. All those exercises are pointless and people don't seem to understand it, it's baffling.

Even if it's not Anthropic or OpenAI paying for the solutions, maybe it'll be someone solving them "for fun" because the paper got popular and posting them online.

It's a futile exercise.