[daenz]

So in the entire field of machine learning, we can't train a model that can identify another model from its output? Just can't be done? And there's absolutely no value in having tools that can identify deep fakes, or content produced by specific open models?

>It's a bullshit term, firstoff, and calling yourself that is the height of ego

I am a 10x engineer though, so I'm sorry if that rubs you the wrong way. Also, you're reading my personal website, so of course I'm going to speak highly of myself :)

[visarga]

> in the entire field of machine learning

... we can't train a model to be 100% correct. There will always be false matches. Another super hard task is confidence estimation - models tend to be super sure of many bad predictions.

In this particular case you're talking about detecting human written texts against stochastic text generation. If you wanted to test if the model regurgitates training data, that would have been easy. But the other way around, to check if it outputs something different from future text, it's a hard, open-ended problem. Especially if you take into consideration the prompts and the additional information they could contain.

It's like testing if I have my keys in the house vs testing if my keys are not outside the house (can't prove an open ended negative). On top of this, the prompts would be like allowing unsupervised random strangers into the house.

[pfisherman]

That is an interesting idea. The fact that they are characterizing the toxicity of the language relative or other LLMs gives it some credibility. That being said, I just don’t see where the ROI would be in something like that. Seems like a lot of expense for no payoff.

My (unasked for) advice would be to take the 10x engineer stuff off your page. It may be true, but it signals the opposite. Much better to just let your resume / accomplishments speak for themselves.

[daenz]

>That being said, I just don’t see where the ROI would be in something like that. Seems like a lot of expense for no payoff.

I consider these types of models as information weapons, so I wouldn't be surprised if they have some contract/agreement with the US government that they can only release these things to the internet if they have sufficient confidence in their ability to detect them, when they inevitably get used to attack the interests of the US and our allies. I don't know how (or even if) that translates to a financial ROI for Meta.