turzmo
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I don't know if they will replace most humans the way you're imagining. I think the industry has done a very good job of selling this point, but that they are still quite far from this.
Solving frontier math problems is mind boggling, but perhaps it says more about frontier math problems than it does about LLMs. Same with chess which was solved decades ago.
My experience is that LLMs can be useful but are underwhelming in terms of intelligence, namely the ability to quickly learn from experience and grow with you while you accomplish a task.
Thinking of them as beings is something we should move away from.
I believe part of the message is correct though. Remember that you are an employee doing a job, and nothing more, to any corporation.
What you do under that contract is up to you.
I don't believe this myself. But I do believe that if you've formed your very ideas about what is good and desirable on the basis of a culture that has held certain values dear for hundreds of years, and have fought against every doubt and difficulty in life for decades to mold yourself into that image, that it does not 'suck' that you are unable to adapt to a new reality overnight.
Very few people that would love to be craftsmen would love to be factory foremen. It is far too insensitive to the human experience to expect people to just deal.
We've also seen the effects of LLMs on learning, at least when used instinctively by students. An entire generation of students seems to have atrophied their critical thinking skills this way. Talk to 21-year-olds today and you'll see what I mean.
If you actually want to learn analysis, there are a nearly infinite number of friendlier resources (e.g., Understanding Analysis by Abbott).
Learning to unpack difficult text on one’s own is a valuable skill. Research papers often require a similar amount of suffering, and at the frontier of knowledge, despite all the advances we’ve seen, LLMs seem to have absolutely no understanding or intuition. They are much better at things that have been expounded at length by humans before.
I would argue that if you’re going to use an LLM to make Rudin easier to understand, you are not learning how to absorb difficult material, nor are you learning analysis efficiently.
Sleep is sadly in the same category. If you don’t have sleep apnea, and you want to get treated for sleep, you will be offered any number of pharmaceuticals, all of which are terrible. Better advice comes from other people dealing with sleep issues in this case.
But there is a discrepancy between (the implication behind) these reports and how I subjectively feel talking to LLMs. Granted, I don’t have access to whatever cutting edge model is out there for as many credits, but I also don’t feel like I’m talking to an IMO silver medallist.
If they tried this on 1000 problems and this is the one that succeeded, it still means that there are 999 open problems that an LLM cannot one-shot. It seems likely that this would remain the situation until the next model.
If this is the first one they tried, maybe we’re totally hosed.
The conclusions are so different in these cases that it is impossible to know what to think. Though it is reasonable, I think, to assume that a company is willing to push the maximally misleading narrative —- especially a company known for questionable ethical direction at the top, and one that is still circling an IPO, and one that is in the tech industry, where conjuring an illusion of growth and progress is sufficient for success.
That is, in fact, an important thing to do. It turns those externalities into public perception, which turns into market forces that adjust the behavior, if you want to think purely in market terms.
The analogy with Budweiser is not a good one. This would be the CEO of Budweiser actively pushing more drinking while the nation's drinking was increasing. And yes, people would be right, and effective, to oppose this (see Oxycontin).
It is not.