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OpenAI O3 breakthrough high score on ARC-AGI-PUB

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Re: OpenAI O3 breakthrough high score on ARC-AGI-PUB

#891
post #537

I just graduated college, and this was a major blow. I studied Mechanical Engineering and went into Sales Engineering because cause I love technology and people, but articles like this do nothing but make me dread the future. I have no idea what to specialize in, what skills I should master, or where I should be spending my time to build a successful career. Seems like we’re headed toward a world where you automate s…

This is me as well. Either: 1) Just give up computing entirely, the field I've been dreaming about since childhood. Perhaps if I immiserate myself with a dry regulated engineering field or trade I would perhaps survive to recursive self-improvement, but if anything the length it takes to pivot (I am a Junior in College that has already done probably 3/4th of my CS credits) means I probably couldn't get any foothold u…

Don't worry, they will hire somebody to control AI...

Re: OpenAI O3 breakthrough high score on ARC-AGI-PUB

#893
post #319

The cost to run the highest performance o3 model is estimated to be somewhere between $2,000 and $3,400 per task.[1] Based on these estimates, o3 costs about 100x what it would cost to have a human perform the exact same task. Many people are therefore dismissing the near-term impact of these models because of these extremely expensive costs. I think this is a mistake. Even if very high costs make o3 uneconomic for b…

Your economic analysis is deeply flawed. If there was anything that valuable and that required that much manpower, it would already have driven up the cost of labor accordingly. The one property that could conceivably justify a substantially higher cost is secrecy. After all, you can't (legally) kill a human after your project ends to ensure total secrecy. But that takes us into thriller novel territory.

How many 99.9th percentile mathematicians do nation states normally have access to?

Re: OpenAI O3 breakthrough high score on ARC-AGI-PUB

#894

Earlier quoted context omitted.

It’s wild, are people purposefully overlooking that inference costs are dropping 10-100x each year? https://a16z.com/llmflation-llm-inference-cost/ Look at the log scale slope, especially the orange MMLU > 83 data points.

Those are the (subsidized) prices that end clients are paying for the service so that's not something that is representative of what the actual inference costs are. Somebody still needs to pay that (actual) price in the end. For inference, as well as for training, you need actual (NVidia) hardware and that hardware didn't become any cheaper. OTOH models are only becoming increasingly more complex and bigger and with…

Actual inference costs without considering subsidies and loss leaders are going down, due to algorithmic improvements, hardware improvements, and quantized/smaller models getting the same performance as larger ones. Companies are making huge breakthroughs making chips specifically for LLM inference

Re: OpenAI O3 breakthrough high score on ARC-AGI-PUB

#895

Earlier quoted context omitted.

Still it's comparing average human level performance with best AI performance. Examples of things o3 failed at are insanely easy for humans.

You'd be surprised what the AVERAGE human fails to do that you think is easy, my mom can't fucking send an email without downloading a virus, i have a coworker that believes beyond a shadow of a doubt the world is flat. The Average human is a lot dumber than people on hackernews and reddit seem to realize, shit the people on mturk are likely smarter than the AVERAGE person

Maybe, but no doubt these "dumb" people can still get dressed in the morning, navigate a trip to the mall, do the dishes, etc, etc.

It's always been the case that the things that are easiest for humans are hardest for computers, and vice versa. Humans are good at general intelligence - tackling semi-novel problems all day long, while computers are good at narrow problems they can be trained on such as chess or math.

The majority of the benchmarks currently used to evaluate these AI models are narrow skills that the models have been trained to handle well. What'll be much more useful will be when they are capable of the generality of "dumb" tasks that a human can do.

Re: OpenAI O3 breakthrough high score on ARC-AGI-PUB

#896
post #93

The programming task they gave o3-mini high (creating Python server that allows chatting with OpenAI API and run some code in terminal) didn't seem very hard? Strange choice of example for something that's claimed to be a big step forwards. YT timestamped link: https://www.youtube.com/watch?v=SKBG1sqdyIU&t=768s (thanks for the fixed link @photonboom) Updated: I gave the task to Claude 3.5 Sonnet and it worked first s…

Looks like quite shoddy code though. Like, the procedure for running a shell command is pure side-effect procedural code, neither returning the exit code of the command nor its output. Like the incomplete stackoverflow answer it probably was trained from. It might do one job at a time, but once this stuff gets integrated into one coherent thing, one needs to rewrite lots of it, to actually be composable.

Though, of course one can argue, that lots of human written code is not much different from this.

Re: OpenAI O3 breakthrough high score on ARC-AGI-PUB

#897
post #52

Whenever a benchmark that was thought to be extremely difficult is (nearly) solved, it's a mix of two causes. One is that progress on AI capabilities was faster than we expected, and the other is that there was an approach that made the task easier than we expected. I feel like the there's a lot of the former here, but the compute cost per task (thousands of dollars to solve one little color grid puzzle??) suggests t…

Or the test wasn't testing anything meaningful, which IMO is what happened here. I think ARC was basically looking at the distribution of what AI is capable of, picked an area that it was bad at and no one had cared enough to go solve, and put together a benchmark. And then we got good at it because someone cared and we had a measurement. Which is essentially the goal of ARC. But I don't much agree that it is any mea…

Id agree with you if there hasn’t been very deliberate work towards solving ARC for years, and if thr conceit of the benchmark wasn’t specifically based on a conception of human intuition being, put simply, learning and applying out of distribution rules on the fly. ARC wasn’t some arbitrary inverse set, it was designed to benchmark a fundamental capability of general intelligence

Re: OpenAI O3 breakthrough high score on ARC-AGI-PUB

#898
post #849

"Note on "tuned": OpenAI shared they trained the o3 we tested on 75% of the Public Training set. They have not shared more details. We have not yet tested the ARC-untrained model to understand how much of the performance is due to ARC-AGI data." Really want to see the number of training pairs needed to achieve this socre. If it only takes a few pairs, say 100 pairs, I would say it is amazing!

75% of 400 is 300 :)

Wow are you AGI?

Re: OpenAI O3 breakthrough high score on ARC-AGI-PUB

#899

Can I just say what a dick move it was to do this as a 12 days of Christmas. I mean to be honest I agree with the arguments this isn’t as impressive as my initial impression, but they clearly intended it to be shocking/a show of possible AGI, which is rightly scary. It feels so insensitive to that right before a major holiday when the likely outcome is a lot of people feeling less secure in their career/job/life. Tha…

Some of us actual people are actually enthusiastic about AGI. Although I'm a bit weird in being into the sci-fi upload / ending death stuff.

Re: OpenAI O3 breakthrough high score on ARC-AGI-PUB

#900
post #624

Guys, its already happening. I recently got laid off due to AI taking over my jobs.

What did you do? Can you elaborate?

I wouldn't take that seriously. Half the comments here are suspicious IMO. OpenAI is a pretty shady company.
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