When A.I.’s Output Is a Threat to A.I. Itself | As A.I.-generated data becomes harder to detect, it’s increasingly likely to be ingested by future A.I., leading to worse results.
Get a bunch of AI-generated slop and put it in a bunch of individual .htm files on my webserver.
When my bot user agent filter is invoked in Nginx, instead of returning 444 and closing the connection, return a random .htm of AI-generated slop (instead of serving the real content)
I might just do this. It would be fun to write a quick python script to automate this so that it keeps going forever. Just have a link that regens junk then have it go to another junk html file forever more.
Oh no, it's very difficult, especially on the scale of LLMs.
That said, we others (those of us who have any amount of respect towards ourselves, our craft, and our fellow human) have been sourcing our data carefully since way before NNs, such as asking the relevant authority for it (ex. asking the post house for images of handwritten destinations).
Is this slow and cumbersome? Oh yes. But it delays the need for over-restrictive laws, just like with RC crafts before drones. And by extension, it allows those who could not source the material they needed through conventional means, or those small new startups with no idea what they were doing, to skim the gray border and still get a small and hopefully usable dataset.
And now, someone had the grand idea to not only scour and scavenge the whole internet with no abandon, but also boast about it. So now everyone gets punished.
At last: don't get me wrong, laws are good (duh), but less restrictive or incomplete laws can be nice as long as everyone respects each other. I'm excited to see what the future brings in this regard, but I hate the idea that those who facilitated this change likely are the only ones to go free.
You don't have to sanitize the weights, you have to sanitize the data you use to get the weights. Two very different things, and while I agree that sanitizing a LLM after training is close to impossible, sanitizing the data you give it is much, much easier.
All the big LLM players are staunchly against regulation; this is one of the outcomes of that. So, by all means, please continue building an ouroboros of nonsense. It’ll only make the regulations that eventually get applied to ML stricter and more incisive.
How many times is this same article going to be written? Model collapse from synthetic data is not a concern at any scale when human data is in the mix. We have entire series of models now trained with mostly synthetic data: https://huggingface.co/docs/transformers/main/model_doc/phi3. When using entirely unassisted outputs error accumulates with each generation but this isn't a concern in any real scenarios.
Imagine you speak English, and your dropped off in the middle of the Siberian forest. No internet, old days. Nobody around you knows English. Nobody you can talk to knows English. English for all intents purposes only exists in your head.
How long do you think you could still speak English correctly? 10 years? 20 years? 30 years? Will your children be able to speak English? What about your grandchildren? At what point will your island of English diverge sufficiently from your home English that they're unintelligible to each other.
I think this is the training problem in a nutshell.
we already have open source AI. This will only effect people trying to make it better than what stable diffusion can do, make a new type of ai entirely (like music, but that's not a very ai saturated market yet), or update existing ai with new information like skibidi toilet
Maybe this will become a major driver for the improvement of AI watermarking and detection techniques. If AI companies want to continue sucking up the whole internet to train their models on, they'll have to be able to filter out the AI-generated content.
I'm interested in this but not very familiar. Are the limitations to do with brittleness (not surviving minor edits) and the need for text to be long enough for statistical effects to become visible?
Well then, here's an idea for all those starving artists: start a business that makes AND sells human-made art/data to AI companies. Video yourself drawing the rare Pepe or Wojak from scratch as proof.
If AI feedback starts going the other way around we should be REALLY scared. Imagine it just become sentient and superintelligent and read all that we are saying about it.