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How many leaf URLs have you memorised? I don't mean "google.com", I mean the URL of a specific paper in a journal, or an article in some random news site? If y
by jiggawatts 3y ago
How many leaf URLs have you memorised? I don't mean "google.com", I mean the URL of a specific paper in a journal, or an article in some random news site?
If you were forced at gunpoint to provide such URLs -- valid or not -- with literally no option other than to keep talking, you would... make up some vaguely correct-sounding URLs!
The AIs are doing precisely what an intelligent human in their place would do. Blurting out something, anything, even if they don't have the answers.
That's because the current crop of AIs are essentially being forced to provide the next token, directly equivalent to a human being forced to continue speaking against their will.
There are fixes being put in place already for this, such as using human feedback to tune the AI so that it answers with a generic "I don't know" blurb if it's not sufficiently confident in the next token. Annoyingly, the new "Turbo" versions of ChatGPT have overdone this a bit, and now it refuses to answer even when it does actually know the answer!
There are also variations of neural networks that encode not just "values", but probabilities and hence confidence intervals. These can directly output both tokens and the true confidence values, which would allow complex tree searches, etc... and avoid outputting this kind of gibberish entirely. The maths for this is well established, but it would be much more expensive to run models using it, so nobody has bothered yet.
- epcoa 3y ago> The AIs are doing precisely what an intelligent human in their place would do. Nah. Either the human is feigning, lying with full knowledge that they’re doing so, or you torture them enough and they cease responding intelligently, if they start to believe their bullshit it isn’t unreasonable to say this is a loss of intelligent reasoning. I think this is a false equivalence. > directly equivalent to a human being forced to continue speaking against their will. Maybe some superficial appearance, but not equivalence. > but probabilities and hence confidence intervals And that’s the entirety of human metacognition. Maybe it’ll get us a little closer but that’s it.