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Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces (2025)

arxiv.org

191–200 of 296 posts

Re: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces (2025)

#191

Although I 100% agree that the core mechanism of GRPO is purely mechanical token-by-token probability generation, because RL only rewards exact final answers, the training forces the model to develop error-correction habits. This makes the output extremely like human thinking when solving a problem. It's like the order of the thinking tokens is what causes it to get that sweet, delicious reward, and this order seems…

“ This makes the output extremely like human thinking when solving a problem.” This sounds a little like someone saying a lightbulbs output is extremely like the output of stellar fusion. In one sense, yes. Bulbs are in fact designed to take over when our nearest star is beyond the horizon. But that really doesn’t mean you call the bulbs mini stars.

Maybe more like a hydroponic setup with grow lights where in some cases it’ll outperform your natural sunlight and dirt.

Re: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces (2025)

#192
post #145
post #143

Earlier quoted context omitted.

Well, I have bad news : https://p.kagi.com/proxy/bja35kxoyryc1.png?c=TklOzPjLPioJ5YM...

That link just runs an infinite reloading loop in my browser. Bad news indeed.

Ah yes, my bad : https://ourworldindata.org/cdn-cgi/imagedelivery/qLq-8BTgXU8...

Re: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces (2025)

#193
post #171

Earlier quoted context omitted.

Would you want evidence that your your bicycle is not conscious? It can sense your inputs. It responds to the environment. The gears do multiplication (reasoning!).

I think that the difference is that there is a vast gap in complexity and abilities, no?

What about a Jacquard loom? Is it conscious? There is a vast gap in complexity and abilities between that and a bicycle.

Re: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces (2025)

#194

The anthropomorphization of LLMs should be discouraged as much as possible. It perpetuates bad practices and encourages the use of these bots for tasks they are not intended for (particularly as chatbots). Thinking traces should be treated as black boxes. There is no point in reading them. Only the LLMs’ conclusions are relevant. This is particularly true of Opus 5, which employs reasoning that seems highly questiona…

> Thinking traces should be treated as black boxes. There is no point in reading them.

Just a few minutes ago i was reading Qwen 3.8 27B's reasoning when i asked it to do something that was computationally intensive and it started going down the rabbit hole of doing it using some GPU acceleration approach - even after leaving it to "think" for a bit, it never realized there is another and simpler way. So i stopped the generation and added a "note" saying that as the problem is computationally intensive, it could become much faster if using an alternative approach.

At least in my experience (with local LLMs, i don't know how the cloud stuff behaves) what LLMs "do" tend to correlate with what they "think", so being able to read what they "think" is valuable.

Re: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces (2025)

#195
post #103

Earlier quoted context omitted.

Can we conclusively say one way or another if an ant has a conscious experience?

Yes we can say it has conscious experience. The content and depth of it, we cannot yet fully grok, and of course, what it feels like from inside the ant is something we never will know.

Okay, what about a virus.

Re: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces (2025)

#196
post #150
post #86

Earlier quoted context omitted.

The null hypothesis is that we don't know jack shit about consciousness. Any claim of certainty seems extraordinary to me and I want to hear the evidence.

> we don't know jack shit about consciousness People keep saying this, but it's not true. We know a lot about consciousness. There's a lot we don't know about it, of course, but "jack shit" is wildly incorrect. > I want to hear the evidence. If you believe LLMs are conscious, then the onus is on you to provide evidence of such.

the onus is on whoever is making a positive claim.

If you are stating "LLMs are not conscious" you need to provide evidence, just like how if you are stating "LLMs are conscious" you need to provide evidence.

Re: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces (2025)

#197
post #147

Earlier quoted context omitted.

> Is anthropomorphizing a real problem? Yes. Actual real people believe that LLMs are actual, thinking, intelligences, perhaps even with consciousness. Your bit with MySQL is harmless because it's obvious that a database isn't a sentient lifeform. But LLMs can look like they're the real deal, and people believe it is. Using terminology like "thinking" and "reasoning" to describe what they do only reinforces this. Hav…

I think LLMs are pretty clearly intelligent in some sense of the word, and I don't know how one could ever confidently know they aren't conscious in some sense. That's not to say they're humanlike, just that people who think they know these ideas are ridiculous seem to be overreaching in the same way Steve Yegge seems to be overreaching

What do you mean by consciousness here? Ie in what way do you think LLMs are conscious?

Re: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces (2025)

#198

Earlier quoted context omitted.

> Is anthropomorphizing a real problem? Of course it is. Anthropomorphizing is in our nature, but it doesn’t mean we have to entertain it and extend it to everything. A poet can anthropomorphize clouds beautifully and I’d enjoy his poem, but I want my pilot to not see clouds as rabbits when they decide if it’s safe to fly through them.

> but I want my pilot to not see clouds as rabbits The poster meant it "within the metaphors". Tables are said to have 'legs': that does not confuse carpenters.

Yup, that’s why it’s important to ground these arguments in reality.

Re: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces (2025)

#199
post #102

Earlier quoted context omitted.

I would agree that LLMs aren't much like the human brain, that doesn't prove that consciousness is not occurring. Does a fruit fly experience anything? If a microscopic insect can experience something, why can't a CPU? >if you’re going to go around asserting the LLM is conscious despite all existing evidence to the contrary Well there is neither any evidence that suggests LLMs are not conscious, and I also never asse…

There’s plenty. First, when we say “LLM”, what are we referring to? What is the entity that would be conscious in this case? The reason this is important is because powerful people are currently trying to use the dodge that LLMs are conscious to launder liability for their own policy choices, so the sloppy thinking and half-assed conjecture about LLM consciousness has real-world consequences, and every time you asser…

>The reason this is important is because powerful people are currently trying to use the dodge that LLMs are conscious to launder liability for their own policy choices, so the sloppy thinking and half-assed conjecture about LLM consciousness has real-world consequences

I'm not going to change my beliefs or how I think about interesting questions just because its the "socially conscious" thing to do.

>There’s a richer literature here than what you’ve seemed to have engaged with, and I’d encourage you to spend some time with it before handing more money to the magic AI people.

It seems like you are highly emotionally invested in this and that is precluding you from open engagement with the topic.

Re: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces (2025)

#200
post #86

Earlier quoted context omitted.

The null hypothesis is that we don't know jack shit about consciousness. Any claim of certainty seems extraordinary to me and I want to hear the evidence.

Would you want evidence that your your bicycle is not conscious? It can sense your inputs. It responds to the environment. The gears do multiplication (reasoning!).

To make the claim that an object is not conscious you need to both define what consciousness even is, then you need to make a machine capable of measuring it.

If you have done neither or those things then any claim you have about a bicycle's consciousness is just baseless speculation.

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