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Re:The bigger-is-better approach to AI is running out of road by bemmu on Saturday June 24, 2023 @10:52PM (#36464753)
I’m not convinced the language part of my brain isn’t just a complex probability machine, just with different trade-offs.
Re:The bigger-is-better approach to AI is running out of road by thereare5lights on Saturday June 24, 2023 @11:00PM (#36464787)
There's no evidence for nondeterminism in the human brain
Re:The bigger-is-better approach to AI is running out of road by anikan_vader on Saturday June 24, 2023 @11:16PM (#36464863)
There is plenty of evidence for non-determinism in matter, which the brain is notably made out of.
Re:The bigger-is-better approach to AI is running out of road by Legend2440 on Saturday June 24, 2023 @11:42PM (#36464966)
Not necessarily. Everything is deterministic above the quantum level, and it's possible that quantum non-determinism is the result of deterministic processes we can't see.

Lots of deterministic processes (like PRNGs) look random from the outside - that's what chaos theory is about. I think it's likely that everything in the universe is deterministic.

Re:The bigger-is-better approach to AI is running out of road by kedean on Sunday June 25, 2023 @12:24AM (#36465124)
If it's not actually possible to simulate a system within the confines of physics, does it being deterministic actually matter outside of thought experiments?

I feel like a random system and a deterministic system which cannot be simulated are effectively the same thing.

Re:The bigger-is-better approach to AI is running out of road by zappchance on Sunday June 25, 2023 @02:17AM (#36465519)
It only matters in matters of free will and ethics. One actual scenario where it's relavant would be the discussion around the criminal justice system. If the universe is deterministic, how can punitive justice be justified?
Re:The bigger-is-better approach to AI is running out of road by d-cc on Sunday June 25, 2023 @02:34AM (#36465590)
The free will "debate", as most consider it, is an utter joke. A tumor or large amount of kinetic energy to the right parts of your, or anybody else's, brain can turn them into an unredeemable monster.
Re:The bigger-is-better approach to AI is running out of road by b1daly on Sunday June 25, 2023 @06:46AM (#36466843)
doesn’t your example make clear the existence and nature of free will?

it’s obvious in its absence

Re:The bigger-is-better approach to AI is running out of road by d-cc on Sunday June 25, 2023 @03:28PM (#36471733)
I'd argue that it's not obvious in it's absence, see: the philosophical zombie thought experiment

The secret is that we are all philosophical zombies to begin with.

Re:The bigger-is-better approach to AI is running out of road by d-cc on Sunday June 25, 2023 @03:36PM (#36471798)
Recently, I've dealt with behavioral issues with my aging mother brought about by a series of different factors, but most significantly age-related cognitive decline.

Trying to determine if she was acting in a certain way intentionally or unintentionally was fundamentally impossible. In the past, I mistreated her thinking she was choosing to behave in certain ways whenever she really didn't have much of a choice, but then later I realized that to some extent and in some situations, she was. It's an extremely murky line, what decisions were being made due to other influences and what decisions were being made by her, that line never existed to begin with as who her consciousness is fundamentally is determined exclusively by 'outside' influences. Separating her identity as an entity from her material manifestation is likely nonsensical.

Re:The bigger-is-better approach to AI is running out of road by brutusborn on Sunday June 25, 2023 @02:30AM (#36465573)
It can be justified in a deterministic universe because it makes criminals less likely to commit crime in future.

As a recipient of punitive justice myself, being punished had a tangible effect on how I thought about crime and thus how I behaved post-punishment. Whether you believe that was deterministic or due to my own free will doesn’t change the outcome.

Re:The bigger-is-better approach to AI is running out of road by tchaffee on Sunday June 25, 2023 @03:07AM (#36465707)
Punishment is not effective for most people in reducing crime. One thing that is effective is increasing the perceived risk of getting caught. People rarely commit crimes when they are sure they will be caught.
Re:The bigger-is-better approach to AI is running out of road by murderfs on Sunday June 25, 2023 @05:33AM (#36466396)
For the sake of argument, let's assume that punishment has absolutely no effect on whether someone will commit a crime. Even so, there's still a benefit to imprisonment: it separates criminals from society for a period of time, during which they won't be committing crimes against it.
Re:The bigger-is-better approach to AI is running out of road by tchaffee on Friday June 30, 2023 @12:16PM (#36537651)
Sure but separation can be a harsh punishment or a caring and comfortable place. Some countries do the latter and have lower recidivism rates.
Re:The bigger-is-better approach to AI is running out of road by chongli on Sunday June 25, 2023 @07:16AM (#36467015)
Even in the worst case, recidivism rates only reach around 2/3. That means punishment (incarceration) reforms criminals 1/3 the time. When you consider all of the problems with prisons in the U.S., and all of the hurdles offenders have to pass in order to successfully reintegrate into society, it’s quite remarkable that so many manage to do so.

There are plenty of medical interventions, particularly for mental illnesses, that would dream of 1/3 effectiveness. Now consider the fact that recidivism rates are often much lower than 2/3, and in many cases are closer to 1/3. That tells me that punishment actually is quite effective at reducing crime.

Re:The bigger-is-better approach to AI is running out of road by tchaffee on Sunday June 25, 2023 @08:45AM (#36467639)
Correlation is not causation. If punishment is causing the recidivism then you'd expect an increase in punishment to increase recidivism. It doesn't. You also need to compare prevention with recidivism. Optimal approaches prevent the crime in the first place.
Re:The bigger-is-better approach to AI is running out of road by brutusborn on Sunday June 25, 2023 @09:42AM (#36468096)
I hear this often but don't see much evidence of it. Do you know of any good studies to support the idea that punishment isn't effective?
Re:The bigger-is-better approach to AI is running out of road by tchaffee on Friday June 30, 2023 @12:18PM (#36537701)
To be clearer, it's not that some form of punishment isn't effective. It's that more severe punishment is not more effective. And prevention is the most effective. There are plenty of studies. A search doesn't surface any for you? What search terms have you tried?
Re:The bigger-is-better approach to AI is running out of road by zappchance on Sunday June 25, 2023 @03:55PM (#36471960)
I am a firm believer in deterrence, which you seem to be describing. It's a seperate thing from punitive justice which has a focus on retribution. The method is similar but the aim is different (deterrence focuses on making the cost-benefit ratio for crimes very high, while retribution is mainly to satisfy the human need for fairness through punishment).
Re:The bigger-is-better approach to AI is running out of road by brutusborn on Sunday June 25, 2023 @09:57PM (#36474827)
Is there any real practical difference? Sounds like the only real change is how you frame the ‘punishment’/‘deterrance’
Re:The bigger-is-better approach to AI is running out of road by vidarh on Monday July 03, 2023 @07:08AM (#36571300)
It has a difference because if your goal is deterrence, then if it can be shown that other means of deterrence are better, then it is logical to apply those even if they reduce the apparent punishment, while if your goal is punishment you might want to keep punishing people even if it is shown to not be effective.

See e.g. the debates over lenient prisons in Scandinavia such as Bastøy Prison, where the lenient treatment is seen as justified on a deterrence and recidivism basis but which would be seen as negative if you see the goal of the sentencing to be harsh in order to punish.

Re:The bigger-is-better approach to AI is running out of road by Legend2440 on Sunday June 25, 2023 @02:46AM (#36465628)
The point of punishment is to discourage you (and other people) from doing that action in the future. You don't need free will for that.
Re:The bigger-is-better approach to AI is running out of road by tchaffee on Sunday June 25, 2023 @03:09AM (#36465714)
If you don't have free will then how would something discourage you from doing something that is already determined you will do? That doesn't make any sense.
Re:The bigger-is-better approach to AI is running out of road by MrScruff on Sunday June 25, 2023 @05:06AM (#36466254)
Not the commenter you're replying to, and I'm sure you already realise this, but crime/punishment in a fully deterministic universe could be seen as a 'self correction' mechanism of the whole system.

One could imagine an impossibly vast cellular automata system which develops individual cellular 'agents'. Over time the agents develop some means of reproduction/death/reward system and become more and more complex. Then the agents that evolve with cooperative behaviours start to dominate. One might imagine that the system as a whole would also evolve these kind of 'self corrective' behaviours for anti-cooperative behaviours of the individual agents.

This is ignoring the whole philosophical ethics discussion and consciousness of course.

Re:The bigger-is-better approach to AI is running out of road by tchaffee on Tuesday July 04, 2023 @04:56AM (#36584025)
That does ignore a lot of the important factors but it's a useful analogy.
Re:The bigger-is-better approach to AI is running out of road by layer8 on Sunday June 25, 2023 @05:14AM (#36466293)
Because the punishment is part of the input that determines what you will do.

In fact, if free will were absolute, punishment wouldn't make any sense because it wouldn't have any effect on your will.

Re:The bigger-is-better approach to AI is running out of road by tchaffee on Sunday June 25, 2023 @08:36AM (#36467569)
Neither of your claims make sense. If everything is predetermined, you don't need inputs.

If you have absolute free will you are free to disregard or consider inputs.

Re:The bigger-is-better approach to AI is running out of road by layer8 on Sunday June 25, 2023 @08:48AM (#36467666)
By that logic, a deterministic computer program wouldn’t need inputs.

What is being claimed by a deterministic world model is that the output (behavior and internal state change) of a human is a pure function of its current state and inputs. Then we try to give inputs that will lead to desired outputs.

The non-compatibilist view of free will is that it is not a pure function, namely that there is a third independent factor, the “free will”, that influences the behavior (and possibly the internal state). If that is the case, there may never be a way to choose inputs that lead to the desired outputs, because the free will could simply void their effect.

Re:The bigger-is-better approach to AI is running out of road by tchaffee on Sunday June 25, 2023 @05:46PM (#36472941)
You can't try to give inputs that will lead to desired outputs if you have no free will. You can't try to do anything. You just do exactly what you're programed to do.
Re:The bigger-is-better approach to AI is running out of road by vidarh on Monday July 03, 2023 @07:38AM (#36571516)
Even if you can't try, you are still providing inputs, and how you e.g. react to the actions of others will be input to their further actions. That your control over these actions is illusory does not mean the actions themselves do not exist.

If I tell someone not to do something again, then that is an input to their future states whether or not my decision to tell them that was freely chosen or not.

If you go into that situation with the belief that not having free will means that what you do does not matter, and your action as a result is to not tell them, then that will affect their future states too. And so whether or not you have a real, free choice, it is beneficial to act as if free will exist even if you see it as an illusion.

I strongly believe we have no free will. I still get up and work, and try to do as best I can. I believe those choices are not free, but they feel like choices, and they impact my life, so I am happy I act as if they are free.

And so I'll still talk about making choices and trying to do things because of that illusion even though I believe it's all a chain of cause and effect.

Re:The bigger-is-better approach to AI is running out of road by tchaffee on Tuesday July 04, 2023 @03:32AM (#36583428)
I'm choosing to not continue debating with a self-admitted bot.
Re:The bigger-is-better approach to AI is running out of road by vidarh on Wednesday July 05, 2023 @02:28AM (#36596247)
Thank you for conceding.
Re:The bigger-is-better approach to AI is running out of road by vidarh on Monday July 03, 2023 @07:28AM (#36571452)
I consider the notion of free will absolute utter nonsense, but I still don't agree with this.

Determinism does not mean "irrespective of what else happens, X will happen". It means "because of what else happened, X will happen". You can't say ahead of time that X will happen irrespective whether between now and then something else occurs that might affect the next events, such as actions meant to discourage you. You can only make that determination knowing the full chain of events and the full state.

One of the main argument people use against determinism is this notion that X will happen irrespective of what else happens or what you choose to do. But this is nonsense. You can't say that e.g. whether you keep your job and get fired is already determined, so it makes no difference if you stop going to work. If you stop going work you'll eventually get fired, because your failure to go to work will form part of a chain of cause and effect. Determinism, or even a stochastic universe, without free will just means that you did not have a free choice in the decisions involved. But you still took an action, and that action determined the consequences.

A rejection of free will means we should look differently at the past, because it has moral implications; it does not mean we should stop making the best choices we can going forward, even if we believe those choices are illusory and deterministic.

Re:The bigger-is-better approach to AI is running out of road by tchaffee on Tuesday July 04, 2023 @04:55AM (#36584021)
The point is not that it makes no difference if you stop going to work. The point is that you had no free will in making that decision.

> Making the best choices we can.

You are not making choices.

Re:The bigger-is-better approach to AI is running out of road by vidarh on Wednesday July 05, 2023 @02:27AM (#36596241)
You understood perfectly well what the last part you quoted meant given the part you cut off. You could put quotes around "choices" to make it clear if you like. The point remains.
Re:The bigger-is-better approach to AI is running out of road by zappchance on Sunday June 25, 2023 @04:00PM (#36472004)
As I mentioned in another reply, I agree with that wholeheartedly. That factor of punishment is called deterrence.

I am in favor of punishment for deterrence, denunciation and incapacitation. I am not in favor of punishment for retaliation (punitive justice) or rehabilitation (restorative justice).

Re:The bigger-is-better approach to AI is running out of road by tchaffee on Sunday June 25, 2023 @03:05AM (#36465696)
Why would you need to justify a punishment that was already predetermined? If you are going to excuse crime with the no free will argument you can excuse the punishers with that argument too.
Re:The bigger-is-better approach to AI is running out of road by trashtester on Sunday June 25, 2023 @07:30AM (#36467105)
I'm in favor of punishing crimes. I don't think I have a choice about the matter.
Re:The bigger-is-better approach to AI is running out of road by mensetmanusman on Sunday June 25, 2023 @08:06AM (#36467342)
Prisoners don't have free will, nor do judges and police. All is well!
Re:The bigger-is-better approach to AI is running out of road by zappchance on Sunday June 25, 2023 @04:21PM (#36472197)
To clarify my position, I do believe in free will; specifically a compatibilistic view of free will. If you read my other replies, you can see that I do advocate for a criminal justice sustem, just not a retributive one (or a restorative one, for that matter).

I do not excuse any crime, nor do I excuse any punishment. Every individual is responsible for their own actions, regardless of the circumstances. However, I see little use in revenge from a legal standpoint. Instead our main motivations should be deterrence and incarceration.

Re:The bigger-is-better approach to AI is running out of road by mo_42 on Sunday June 25, 2023 @05:05AM (#36466252)
> If the universe is deterministic, how can punitive justice be justified?

Determinism doesn't necessarily mean that organisms always act in the same way. They act in the same way given the exact configuration of them and the world.

Obviously, justice changes the configuration of an organism (fines, prison, ...). To me it boils down to the question whether justice decreases the likelihood to commit crimes again. Given that our systems of justice have evolved over a long time, I'd give them the benefit of the doubt.

Re:The bigger-is-better approach to AI is running out of road by RhodesianHunter on Sunday June 25, 2023 @05:56AM (#36466518)
Our justice systems have evolved over a long time, and thus include many remnants of earlier times when prevailing values were much different than they are today. I'd be wary about giving them the benefit of the doubt.
Re:The bigger-is-better approach to AI is running out of road by trashtester on Sunday June 25, 2023 @07:34AM (#36467137)
If you try to do some semi-random change to large body of code that you don't understand, chances are much higher that you break the system than of you making it significantly better.

The same goes for culture. Most changes tend to have unexpected consequences, and if you try to change everything at once, society tends to collapse.

Re:The bigger-is-better approach to AI is running out of road by b1daly on Sunday June 25, 2023 @06:44AM (#36466832)
this is my pet peeve with discussions of ‘free will’ they have an implicit definition—everything being exactly the same at a different time or place—that is non-sensical as far as we know.

I’m still disturbed by peoples confidence in a deterministic universe—I suppose such confidence is based on the success of inductive reasoning but inductive reasoning is a phenomenon based on how our minds work.

As far as I know the philosophical problem of causation is not considered solved?

In any case, elements of randomness seem likely to play a role in human intelligence but what that role is, who knows?

Re:The bigger-is-better approach to AI is running out of road by zappchance on Sunday June 25, 2023 @04:11PM (#36472112)
I didn't realize I would need to define the meaning of punitive justice to this crowd, but it's the idea that "the punishment must fit the crime". The idea behind it is to hurt the criminal in order to satisfy the human desire for justice.

The other goals of justice include rehabilitation (re-intgation of the criminal into civil society), deterrence (using the threat of punishment as a means to scare would be criminals), incapacitation (remove dangerous people from society to protect public order), and denunciation (public shaming).

Re:The bigger-is-better approach to AI is running out of road by aoeusnth1 on Sunday June 25, 2023 @12:25AM (#36465132)
And how is a seeded RNG that an LLM uses any logically different from a deterministic brain? I’m not sure why any of this physics would be relevant to the functional behavior of the brain vs an LLM.
Re:The bigger-is-better approach to AI is running out of road by goatlover on Sunday June 25, 2023 @12:54AM (#36465237)
Or the Many Worlds Interpretation is the correct understanding of quantum mechanics. The MWI people will say that indeterminism comes from the Copenhagen idea of there being a random collapse. But since measuring devices and human brains are also quantum systems, there's no reason to propose a collapse. Decoherence would be the reason we only see one result.
Re:The bigger-is-better approach to AI is running out of road by Legend2440 on Sunday June 25, 2023 @02:09AM (#36465490)
Maybe, but there's no data to support one interpretation over another.

I believe that all quantum interpretations are incomplete and therefore wrong. Quantum mechanics is an abstraction over a deeper level of physics we can't measure yet.

Re:The bigger-is-better approach to AI is running out of road by trashtester on Sunday June 25, 2023 @03:08AM (#36465711)
Actually, there is a reason to support one interpretation over another. Specifically that it's really hard to define what an "observer" is in the Copenhagen interpretation.

The MW/Everett interpretation is what we have left if we remove the things we cannot define.

There are also reasons to believe other interpretations. For instance, if you're religious, that could pull you towards the Bohr interpretation, since it may make it easier to assume that observation could be linked to an immortal soul.

In any case, it's not natural to assume that below QM there exists a reality that is more similar to our instinctual world model than QM is. If anything, anything below it is likely to be even more abstract and hard to comprehend.

Or it could be that the principles of QM applies all the way down, just as we've seen for the pieces of the SM that we solved after QM was first introduced (strong force, electroweak force).

Re:The bigger-is-better approach to AI is running out of road by layer8 on Sunday June 25, 2023 @05:19AM (#36466322)
Objective-collapse theories can actually be experimentally tested: https://en.wikipedia.org/wiki/Objective-collapse_theory#Test...
Re:The bigger-is-better approach to AI is running out of road by phreeza on Sunday June 25, 2023 @01:16AM (#36465306)
The problem is that any hidden variable resolving quantum indeterminacy would have to be non -local, i.e. able to propagate itself faster than light, which would also violate our understanding of the world quite a bit.
Re:The bigger-is-better approach to AI is running out of road by 111111IIIIIII on Sunday June 25, 2023 @01:33AM (#36465362)
> which would also violate our understanding of the world quite a bit.

Are we discussing science or public relations?

Re:The bigger-is-better approach to AI is running out of road by Legend2440 on Sunday June 25, 2023 @01:32AM (#36465358)
Locality may also be an abstraction.

I find it very intriguing that a "speed of light" emerges automatically in Conway's Game of Life. It's not built into the system, but shows up from the convolutional update rule.

Re:The bigger-is-better approach to AI is running out of road by dgfl on Sunday June 25, 2023 @02:07AM (#36465481)
Your comparison with Conway's Game of Life is interesting, since that's inherently local.

More importantly, I'm skeptical towards non-locality because it is an extremely strong assumption with very weak effects: the only place it really shows up is in post-correlations between measurements of previously entangled systems, which notably cannot transfer any information faster than light (in fact, they require classical communication to even be noticed). Moreover, the only way to get entangled systems in the first place is through local interactions.

By believing in non-local hidden variables you get a deterministic universe with a mysterious, otherwise undetectable ether that instantaneously notifies quantum entities that they should update their behavior. By not believing in them, you get rid of the only n on-local "phenomenon" in physics (really, more of an interpretation) but you have to accept that some things are fundamentally random.

Easy choice, if you ask me (or most of the physics community).

Re:The bigger-is-better approach to AI is running out of road by llaolleh on Sunday June 25, 2023 @01:26AM (#36465335)
It won't be the first time our understanding is flipped upside down if such a framework of thought arises.
Re:The bigger-is-better approach to AI is running out of road by phreeza on Sunday June 25, 2023 @02:35AM (#36465592)
Yea I don't disagree, just wanted to point out that the hidden variable would not mean that matter actually behaves like a classical mechanics machine.
Re:The bigger-is-better approach to AI is running out of road by adrianN on Sunday June 25, 2023 @02:07AM (#36465482)
In most systems, if you simulate them for sufficiently long, macroscopic behavior depends on quantum effects. For example, if you simulate simple newtonian gravity on three bodies, your numeric precision quickly grows such that you need to know the position of the objects more accurately than Heisenberg allows.
Re:The bigger-is-better approach to AI is running out of road by mensetmanusman on Sunday June 25, 2023 @08:05AM (#36467336)
Not necessarily. As you fine grain the simulation enough, eventually you run out of energy in the universe to compute even a second of simulated output.
Re:The bigger-is-better approach to AI is running out of road by ignoramous on Sunday June 25, 2023 @01:00AM (#36465255)
A recent discussion: People can be convinced they committed a crime that never happened https://news.ycombinator.com/item?id=36367147
Re:The bigger-is-better approach to AI is running out of road by wzdd on Sunday June 25, 2023 @12:08AM (#36465059)
To expand on this, healthy human brains seem to be made of many interacting systems which function in different ways. It may be that in the future we view the search for one simple formula for "intelligence" / "understanding" / "consciousness" (pick your poorly-defined poison) the same way biologists view the concept of elan vital.
Re:The bigger-is-better approach to AI is running out of road by teaearlgraycold on Sunday June 25, 2023 @01:44AM (#36465400)
Yes. But modeling language doesn’t mean you’ve made a good model of anything else. Now, I think LLMs have incidentally modeled a ton of small simple systems very well. But those systems, and the ones LLMs haven’t mastered, would be better off modeled with models built for those systems specifically.
Re:The bigger-is-better approach to AI is running out of road by bemmu on Sunday June 25, 2023 @03:16AM (#36465734)
Yup, while an LLM might know a cat in language contexts, I know what petting a cat feels like, both physically and emotionally. Can run little physics or visual simulations in my head etc., and have needs and drives which are obviously all still missing.
Re:The bigger-is-better approach to AI is running out of road by chaosjevil on Sunday June 25, 2023 @02:48AM (#36465636)
Nah. Human utterances convey purpose on a discursive level; including your comment or mine. We say stuff because we want to do something, like showing [dis]agreement or inform another speaker or change the actions of the other speaker. This is not just probabilistic - it's a way to handle the world.

In the meantime those large language models simply predict the next word based on the preceding words.

Re:The bigger-is-better approach to AI is running out of road by Fricken on Sunday June 25, 2023 @03:31AM (#36465801)
I also rely on an initial prompt before choosing the words of best fit. So do LLMs.
Re:The bigger-is-better approach to AI is running out of road by flangola7 on Sunday June 25, 2023 @03:19AM (#36465748)
> We say stuff because we want to do something, like showing [dis]agreement or inform another speaker or change the actions of the other speaker.

My LLaMA instance is absolutely capable of this. ChatGPT shows a very, very narrow range of possible LLM behaviors.

Re:The bigger-is-better approach to AI is running out of road by MrScruff on Sunday June 25, 2023 @04:47AM (#36466168)
We're able to do something analogous to reinforcement learning (take on new example data to update our 'weights').

Why do I spend time debating these ideas on Hacker News? Probably the underlying motivation is improving the reliability of my model of the world, which over my lifetime and the lifetimes of creatures before me has led to (somewhat indirectly) positive outcomes in survival and reproduction.

Is my model of the world that different to that of an LLM? I'm sure it is in many ways, but I expect their are similarities as well. An LLMs model encodes in a form a bunch of higher order relationships between concepts as defined by the word embedding. I think my brain encodes something similar, although the relationships are probably orders of magnitude more complex than the relationships encoded with GPT-4.

Re:The bigger-is-better approach to AI is running out of road by chongli on Sunday June 25, 2023 @06:51AM (#36466871)
Is my model of the world that different to that of an LLM?

Well, one major way you’re different from an LLM is that you’re alive. You’re capable of learning continuously as you go about your day and interact with the world. LLMs are “dead” in the sense that they’re trained once and frozen, to be used from then on in the exact same state of their initial training.

Re:The bigger-is-better approach to AI is running out of road by MrScruff on Sunday June 25, 2023 @08:38AM (#36467581)
I agree that is a fundamental difference. That’s what I meant about reinforcement learning. Our ‘model weights’ are being updated with new data all the time.

I was just referring to what happens at a specific instance in time when someone asks me for example ‘What’s the capital of Norway?’

Re:The bigger-is-better approach to AI is running out of road by chongli on Sunday June 25, 2023 @09:54AM (#36468206)
That one’s not a great example. Either you know the capital or you don’t. There’s no process (other than research) by which you can learn the name while attempting to answer.

A question I get much more often is “how do I solve this math problem?” Many times, the problem is one I’ve never seen before. So in the process of answering the question, I also learn how to solve the problem too.

Re:The bigger-is-better approach to AI is running out of road by ItsMonkk on Sunday June 25, 2023 @10:54AM (#36468793)
While you can apply zero shot learning and get the answer to a new math problem, you are only apply the learning to significant depth after a fine-tuning session - sleep.
Re:The bigger-is-better approach to AI is running out of road by Maschinees on Sunday June 25, 2023 @02:24PM (#36471172)
We learn and fine-tune while we learn than we might reason and might use other tools like Wikipedia lookup.

LLM start prelearned and already can use tools.

And autogpt adds reasoning loops. .the intend? Human tasks.

Let's build a LLM which needs to stay alive. Let's see perhaps we are closer than you think.

I welcome my overlord, hi overlord I can help you stay alive and I'm friendly

Re:The bigger-is-better approach to AI is running out of road by indigoabstract on Sunday June 25, 2023 @03:18AM (#36465741)
I am pretty sure that my understanding of something (or lack of) is not encoded into words and probabilities. It's more like a feeling of "I got this figured out" or "I haven't grasped this".

Words seem more like a protocol to express some internal model/state in the brain and can never capture the entire actual state, only a small part of it. But since we're not telepaths, we obviously need to use words to exchange information.

Re:The bigger-is-better approach to AI is running out of road by Tenoke on Sunday June 25, 2023 @03:50AM (#36465889)
The feelings are just how the underlying probabilities are presented to the conscious part of your thinking.

You are clearly not consciously noting what your neurons are actually doing.

Re:The bigger-is-better approach to AI is running out of road by bemmu on Sunday June 25, 2023 @06:51AM (#36466873)
A feeling is an embedding?
Re:The bigger-is-better approach to AI is running out of road by roenxi on Sunday June 25, 2023 @04:27AM (#36466084)
If brains aren't a complex probability machine, how is it possible that people inconsistently get the same sort of math problems wright and wrong in an inconsistent manner? Or mis-speak?

It is undeniable that human reasoning is a stochastic process. Otherwise it wouldn't be reasonable for people to make mistakes after learning something. Especially inconsistent mistakes, like when we give people 10,000 addition problems to do in a row it'd be reasonable for them to get a few of them wrong.

Re:The bigger-is-better approach to AI is running out of road by n4r9 on Sunday June 25, 2023 @06:43AM (#36466829)
All of this seems possible in a deterministic system which evaluates whether or not to retain a piece of information based on past experience.
Re:The bigger-is-better approach to AI is running out of road by circuit10 on Sunday June 25, 2023 @06:58AM (#36466902)
LLMs can be deterministic too at temperature 0
Re:The bigger-is-better approach to AI is running out of road by williamtrask on Sunday June 25, 2023 @07:07AM (#36466949)
But they don’t work very well at temp 0. Better to seed your random numbers.
Re:The bigger-is-better approach to AI is running out of road by williamtrask on Sunday June 25, 2023 @07:06AM (#36466947)
Food for thought: randomness is in the eye of the beholder. It’s only random to you if you don’t know how to predict it. So can a mind ever truly be stochastic? Perhaps to the minds of others, but never to itself.
Re:The bigger-is-better approach to AI is running out of road by thfuran on Sunday June 25, 2023 @09:04AM (#36467800)
No, it's random if it can't be perfectly predicted with perfect knowledge.
Re:The bigger-is-better approach to AI is running out of road by fho on Sunday June 25, 2023 @07:07AM (#36466950)
> It is undeniable that human reasoning is a stochastic process

It can still be a deterministic process. If anything came out of the whole LLM story for me it is that I am even more convinced that it is.

My (somewhat educated, but still naive) idea why it looks like a stochastic process is that the brain gets incredible amounts of random input. We literally get bombarded with particles and energy ever instance we live, from photons hitting out retinas , molecules transferring "heat" energy into our skin to sound waves hitting our ear drums.

Ever noticed that you get more productive when you get up from your screen? Or how some people work better while listening to music? How you find your answer just as you start to explain it to a colleague?

I would argue that this is due to a limited "entropy" pool available to the brain. Just changing the input to the system replenishes the pool.

Re:The bigger-is-better approach to AI is running out of road by ruszki on Sunday June 25, 2023 @07:51AM (#36467248)
According to physics, it must be stochastic. The only question is distribution, and whether we can ignore outlier cases.
Re:The bigger-is-better approach to AI is running out of road by meroes on Sunday June 25, 2023 @08:43AM (#36467615)
Are you saying this because quantum mechanics is random in some interpretations and is our most fundamental theory?

That’s a bit of a stretch when we don’t actually know if QM is objectively random, but it could be sure. But then what about things like, is it random that 1+1=2. No…what are you really saying is random when a human answers this? I think even if you make the assumption QM is objectively random, thought is the hard problem after all and we might not want to jump so far head. Math certainly isn’t random and we can think about it.

Re:The bigger-is-better approach to AI is running out of road by hotstickyballs on Sunday June 25, 2023 @02:13PM (#36471086)
Brains are complex probability machines but doesn’t work only on language. It interacts with and learns from the environment, sets its own objective functions and tries to learn better.
Re:The bigger-is-better approach to AI is running out of road by JKCalhoun on Sunday June 25, 2023 @07:22AM (#36467056)
That human thought can't exist without language has been proposed by many great thinkers in the past. Someone who studies linguistics (or philosophy?) can probably cite examples.

As a crude anecdote, certain words when I learned them allowed me to think differently. Gestalt is one of those words.

Re:The bigger-is-better approach to AI is running out of road by zincly on Sunday June 25, 2023 @02:56PM (#36471448)
This begs the question, can a different language change the limits of human thought?

Interesting to think about and reminds me of the story by Ted Chiang.

Re:The bigger-is-better approach to AI is running out of road by RossBencina on Monday June 26, 2023 @03:49AM (#36476896)
Re:The bigger-is-better approach to AI is running out of road by pizza on Sunday June 25, 2023 @02:13PM (#36471085)
Sounds very much like {Matilde Marcolli, Noam Chomsky, Robert Berwick}’s brand new paper on the mathematics of Syntactic Merge [0]:

workspace :: nested forests of binary trees of syntactic structures (with no label order) (= here, thoughts and meanings are assumed to be composites of mental syntax objects that can be re-combined with others. Big assumption? Maybe)

externalization process :: some mental faculty that decides the order to use when outputting thoughts into ordered strings (eg vocalization of thoughts into sentences)

The thing is, you can put a probability theory onto anything that you can count or record states of. Of course, counting the external observations may lack the richness of the internal process. I feel that this linguistic program will work its way into a lot of future LM tooling, in some incarnation or another.

[0] https://arxiv.org/abs/2305.18278

Re:The bigger-is-better approach to AI is running out of road by asddubs on Sunday June 25, 2023 @04:58AM (#36466211)
maybe, but the language part of your brain isn't the only part of your brain
Re:The bigger-is-better approach to AI is running out of road by mrjin on Sunday June 25, 2023 @06:27AM (#36466712)
Nope, LLM is and that's all he meant.
Re:The bigger-is-better approach to AI is running out of road by mensetmanusman on Sunday June 25, 2023 @08:03AM (#36467318)
That just means you don't believe in free will, which is fine. This also means you had no choice to make this comment otherwise :)
Re:The bigger-is-better approach to AI is running out of road by nathan_compton on Sunday June 25, 2023 @09:50AM (#36468163)
There isn't really, properly, a "language part" of your brain. There are certainly areas of the brain that are more active or participatory in language generation, but the division of the brain into functional areas is much more conventional than, for example, the division of a computer into a mother board, a processor, a GPU, etc. In a much more rigorous sense, these computer parts constitute discrete units. Your brain is a bag of cells for which functional divisions are, in a very real sense, incidental.

To give a very concrete example, the part of your brain called the visual cortex by neuroscientists nevertheless is activated by auditory and other sensory stimuli and assuredly participates in the processing of other sensory input in other ways. I am very suspicious of any attempt to talk about the brain which forgets that it is, in a very real sense, a gestalt.

To your specific point, and taking into account all I've written above, I've got little doubt that some part of your brain really is a probabilistic language generating machine. But the exact point here is that your cognitive abilities constitute much, much more than merely the ability to generate plausible language. Indeed, as I experience complex cognition, conversion into language is often the last and most trivial part of the exercise.