The AIrmageddon..
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Anecdotally speaking, I've been suspecting this was happening already with code related AI as I've been noticing a pretty steep decline in code quality of the code suggestions various AI tools have been providing.
Some of these tools, like GitHub's AI product, are trained on their own code repositories. As more and more developers use AI to help generate code and especially as more novice level developers rely on AI to help learn new technologies, more of that AI generated code is getting added to the repos (in theory) that are used to train the AI. Not that all AI code is garbage, but there's enough that is garbage in my experience, that I suspect it's going to be a garbage in, garbage out affair sans human correction/oversight. Currently, as far as I can tell, these tools aren't really using much in the way of good metrics to rate whether the code they are training on is quality or not, nor whether it actually even works or not.
More and more often I'm getting ungrounded output (the new term for hallucinations) when it comes to code, rather than the actual helpful and relevant stuff that had me so excited when I first started using these products. And I worry that it's going to get worse. I hope not, of course, but it is a little concerning when the AI tools are more consistently providing useless / broken suggestions.
My team has been calling models that use ai generated data "Habsberg models"
I feel there is a good joke here, but I miss the knowledge to understand it. Care to enlighten me?
Lmao that's a perfect name for it
Back when i was though concept art as a subject at college my teacher had a name for this.
“Incest” cause every generation of art that references other art becomes more and more strange looking and detached from reality.
If you thought Skyrim weapons look ridiculous you should have seen my classmates Skyrim inspired weapons.
now that the low hanging fruit of internet scraping is exhausted, we're gonna have to start purpose-building datasets. this will be expensive and might be the new bottleneck on AI progress.
That’s it! I’m starting my own internet, with blackjack. And hookers.
that's why the fediverse exists
This article is from June 12, 2023. That's practically stone-aged as far as AI technology has been progressing.
The paper it's based on used a very simplistic approach, training AIs purely on the outputs of its previous "generation." Turns out that's not a realistic real-world scenario, though. In reality AIs can be trained on a mixture of human-generated and AI-generated content and it can actually turn out better than training on human-generated content alone. AI-generated content can be curated and custom-made to be better suited to training, and the human-generated stuff adds back in the edge cases that might disappear when doing repeated training generations.
I mean it makes sense. Machine learning is fantastic at noticing patterns, and the stuff they generate most definitely do have patterns. We might not notice them, but the models will pick up on them and eventually, if you keep training them on that data, they'll skew more and more in that direction.
They've been marketing things like there isn't a limit to how good these things can get, but there is. Nothing is infinite.
I've tried to make this point several times to folks in the industry. I work in AI, and yet every time I approach some people with "you know it ultimately just repeats patterns", I'm met with scoffs and those people telling me I'm just not "seeing the big picture".
But I am, and the truth is that there are limits. This tech is not the digital singularity the marketers and business goons want everyone to think it is.
It repeats things that sort of sound intelligent to try and convince everyone that actual intelligent thought is taking place? It really is just like humans!
They don't really parrot unless they're overfitted.
It's more that they have been trained to produce a certain kind of result. One method you can train them on is by basically assigning a score on how good the output is. Doing this manually takes a lot of time (Google has been doing this for years via captcha), or you could train other models to score text for you.
The obvious problem with the latter solution is that then you need to ensure that that model is scoring roughly in line with how humans would score it; the technical term for this is alignment. There's a pretty funny story about that with GPT-2, presented in a really cute animation format by Robert Miles.
Here is an alternative Piped link(s):
presented in a really cute animation format by Robert Miles.
Piped is a privacy-respecting open-source alternative frontend to YouTube.
I'm open-source; check me out at GitHub.
It can be both though.
Maybe we need to label AI-generated content to, you know, avoid confusion.
Sounds great, how do we enforce it?
If the AIs want to avoid digital incest they'll enforce it for themselves.
Sounds like something an advanced language learning model would say....
It's important to understand that a language modelling AI can only produce responses based on its inputs.
Sorry, best we can do is a race to the bottom fueled by greed and incompetence.
I'm sure we can compromise on a mandatory database of registered AI-generated content that only the corporations can read from but everyone using AI-generated content is required by law to write to, with hefty fines (but only for regular people).
That will be a refeshing change.
That's what has been happening, and is likely what will continue to happen. Not much change there really...
Yes that’s the joke.
Wouldn't it have to be funny to be a joke?
I thought I was being funny. Sorry if it didn't tickle you just right.
Please respect my personal space and refrain from tickling me.
Collapse faster, please. Sick of ai bullshit clogging up my searches.
The collapse won't stop ai output from spamming the internet though. It will just make it worse and more likely to be incorrect
The Internet is fucked now, the only valuable untainted training data is the Internet as it existed prior to this AI bullshit coming online. Confirmed human content is going to be super valuable, so expect our privacy to be fucked as well..