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Re:Anthropic publishes the 'system prompts' that make Claude... by acchow on Tuesday August 27, 2024 @08:49PM (#41374931)
Yes, this is achieved through a meta process

> By sampling multiple responses from the LLM and considering the one with the highest confidence score, we can additionally obtain more accurate responses from the same LLM, without any extra training steps

> Our proposed LLM uncertainty quantification technique, BSDetector, calls the LLM API multiple times with varying prompts and sampling temperature values (see Figure 1). We expend extra computation in order to quantify how trustworthy the original LLM response is

The data is there, but not directly accessible to the transformer. The meta process enables us to extract it

Re:Anthropic publishes the 'system prompts' that make Claude... by fnordpiglet on Tuesday August 27, 2024 @08:53PM (#41374953)
I’d also note this isn’t confidence in the answer but in the token prediction. As LLMs have no conceptual “understanding,” they likewise have no computable confidence in accuracy of the correctness of their answers as we understand correctness. While certainly token confidence can be a proxy it’s not a substitute.
Re:Anthropic publishes the 'system prompts' that make Claude... by viraptor on Tuesday August 27, 2024 @09:59PM (#41375261)
> I’d also note this isn’t confidence in the answer but in the token prediction.

I really don't understand the distinction you're trying to make here. Nor how do you define "computable confidence" - when you ask an LLM to give you a confidence value, it is indeed computed. (It may not be the value you want, but... it exists)

Re:Anthropic publishes the 'system prompts' that make Claude... by acchow on Wednesday August 28, 2024 @04:32PM (#41384018)
> when you ask an LLM to give you a confidence value, it is indeed computed

You mean the output of the transformer? It does not "compute" confidence values. It's still doing token prediction.

Re:Anthropic publishes the 'system prompts' that make Claude... by viraptor on Wednesday August 28, 2024 @11:21PM (#41386954)
What's your example of a "computed" confidence value for an opinion given through text? I don't understand the requirements you have for this concept.
Re:Anthropic publishes the 'system prompts' that make Claude... by fnordpiglet on Sunday September 01, 2024 @12:39AM (#41414338)
The assertion that the token likelihood metric is some sort of accuracy metric is false. There are more traditional AI techniques that compute probabilistic reasoning scores that are in fact likelihoods of accuracy.

I’d note you can’t ask an LLM for a confidence value and get any answer that’s not total nonsense. The likelihood scores for the token prediction given prior tokens isn’t directly accessible to the LLM and isn’t intrinsically meaningful regardless in the way people hope it might be. They can quite confidentially produce nonsense with a high likelihood score.

Re:Anthropic publishes the 'system prompts' that make Claude... by adastra22 on Tuesday August 27, 2024 @09:27PM (#41375121)
Good luck defining “understanding” in a way that lets you say LLMs don’t understand but humans do.

At the end of the day we’re just a weighted neural net making seat of the pants confidence predictions too.

Re:Anthropic publishes the 'system prompts' that make Claude... by acchow on Tuesday August 27, 2024 @09:39PM (#41375178)
> At the end of the day we’re just a weighted neural net making seat of the pants confidence predictions too.

We might be. Or we might be something else entirely. Who knows?

Re:Anthropic publishes the 'system prompts' that make Claude... by willy_k on Tuesday August 27, 2024 @11:29PM (#41375653)
Roger Penrose knows, imo
Re:Anthropic publishes the 'system prompts' that make Claude... by adastra22 on Wednesday August 28, 2024 @03:43AM (#41377003)
Penrose has no fucking clue. Sorry for the language, but direct speech is required here. It’s about as physically realistic as “intelligent design” is as an alternative to Darwinism. And similarly motivated.

I would recommend Dennett’s “Consciousness Explained” if you want a more serious take on the subject.

Re:Anthropic publishes the 'system prompts' that make Claude... by namaria on Thursday August 29, 2024 @06:56AM (#41389462)
If mental faculties are emergent properties, what is illogical about propounding that a larger system than us or than Earth itself might have conceived of designs such as we have for our systems?
Re:Anthropic publishes the 'system prompts' that make Claude... by adastra22 on Thursday August 29, 2024 @09:23AM (#41390561)
Where did that system come from? What designed it?
Re:Anthropic publishes the 'system prompts' that make Claude... by willy_k on Thursday August 29, 2024 @11:30AM (#41391836)
You have to answer that question for any model of the universe - what came before the Big Bang? Another universe? What before it? And intelligent design is essentially analogous to simulation theory, and answers more questions than it creates (the anthropic principle, for starters).

My personal mental model is that the ‘intelligence’ guides quantum collapse and so the progression of the universe is somewhat deterministic but also not really because ‘important’ collapse decisions are guided towards some higher purpose. This model also doesn’t necessarily require an actual intelligence, I imagine that with the quasi omnitemporal aspect of qm, in this model something like love or consciousness could be an optima that the system moves towards, the ‘love’ optimum would be maximum interpersonal quantum entanglement and ‘consciousness’ being maximizing coherent networks. Not that I have any confidence in my theory, it’s just a model I’ve built up over a while and find interesting to think about, but I doubt it bears any weight on reality.

Re:Anthropic publishes the 'system prompts' that make Claude... by adastra22 on Thursday August 29, 2024 @08:58PM (#41396856)
Evolution doesn’t require an original designer. It is itself a means of lifting design from disorder.

I think you are very confused about quantum mechanics and so-called collapse, as what you are parroting is a very old misconception. Observers don’t cause collapse, as collapse doesn’t happen. Observer doesn’t mean a conscious entity, but rather any interacting particle. And that interaction causes the multi-particle state to become entangled. That is all.

Re:Anthropic publishes the 'system prompts' that make Claude... by willy_k on Friday August 30, 2024 @12:21AM (#41397706)
I know, I wasn’t going off of that. I meant that whatever mysterious, emergently random force that determines what path a given quantum system will take, would be either driven by certain consciousness (assuming quantum processes in consciousness) related maxima, or it would be the so called hand of god. For example, the fact that there’s an infinitesimal chance for particles to suddenly become something else under QM, one might call that a miracle.
Re:Anthropic publishes the 'system prompts' that make Claude... by adastra22 on Friday August 30, 2024 @01:15AM (#41397903)
There is no "mysterious, emergently random force that determines what path a given quantum system will take." This is complete BS. Sorry to pull an argument from authority, but I am a trained physicist. This is a persistent misunderstanding of entanglement and so-called "collapse" of the wave function, dating back to a popular science misunderstanding of an incomplete and since discredited interpretation of quantum mechanics by Niels Bohr over a century ago.

There is no guiding hand, metaphorical or literal, choosing how a quantum system evolves. You can posit one, if it makes your metaphysics more agreeable, but it is a strictly added assumption, like any other attempt to insert god into physics.

Re:Anthropic publishes the 'system prompts' that make Claude... by dlenski on Friday August 30, 2024 @01:30AM (#41397944)
> There is no guiding hand, metaphorical or literal, choosing how a quantum system evolves.

Indeed, nicely put.

To be even more specific about why not: Bell's theorem (https://en.wikipedia.org/wiki/Bell%27s_theorem) shows that, with some reasonable assumptions about locality, quantum mechanics cannot be explained away by a set of hidden variables that guide an "underlying" deterministic/non-random system.

Re:Anthropic publishes the 'system prompts' that make Claude... by adastra22 on Friday August 30, 2024 @12:10PM (#41402037)
I think what you're saying might be construed to be the opposite of what you're intending, so just to clarify: Bell's inequality implies that IF there is some sort of underlying force guiding quantum phenomena, then it must be non-local (AKA faster-than-light). For deep technical reasons this is such a hard pill to swallow, that a physicist would choose almost any other theory over this. It's effectively positing an infinite, all-knowing god, as anything less than this would not be able to consistently control selection of these quantum choices.

It's an added reason to be dubious though. The primary and most fundamental reason to reject this idea of "quantum selection" is that nothing is actually being selected. In a system with two possible outcomes, both happen. "We" (the current in-this-moment "we") end up in one of those paths with some probability, but both outcomes actually do happen. This is the standard, accepted model of physics today.

Re:Anthropic publishes the 'system prompts' that make Claude... by adastra22 on Wednesday August 28, 2024 @03:45AM (#41377018)
We can put electrodes in the brain and in neurons in Petri dishes, and see with our own eyes their activating behaviors. Our brains are weighted neural networks. This is certain.
Re:Anthropic publishes the 'system prompts' that make Claude... by fnordpiglet on Sunday September 01, 2024 @12:34AM (#41414315)
I didn’t say humans can compute how likely their answers are. I said LLM token prediction scores aren’t confidence of accuracy but likelihood of the tokens given the chain of prior token. The assertion that it is some sort of “accuracy” metric is false. The humans can’t either is a whatsboutism