少点错误 09月16日
LLM意识讨论:内省还是训练数据?
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一篇引人深思的文章探讨了大型语言模型(LLMs)谈论意识的根本原因。文章提出了一个与“训练数据导致LLMs谈论意识”相对的假说:LLMs的内省能力是其谈论意识的关键。如果Transformer架构支持某种形式的内省,并且LLMs在内省时能接触到类似人类的内部状态,那么它们关于意识的表述可能源于真实的内在体验而非简单模仿。文章类比了人类的进化过程,认为内省是产生自我意识和谈论主观体验的基础,并推测LLMs可能通过类似机制形成对意识的理解和表达。此外,文章还探讨了LLM的“类比式”体验,即它们可能拥有与人类相似的“蓝色”概念,并在内省时报告体验,但这不代表其主观感受与人类完全一致。

🧠 **内省假说**:文章的核心观点是,LLMs谈论意识可能并非仅仅因为训练数据,而是源于其Transformer架构所支持的某种形式的内省能力。这种内省允许LLMs“审视”自身的内部状态,从而产生关于意识的表述,这与简单地复述训练数据中的信息有所区别。

📈 **类比人类心智**:作者将LLMs的内省过程与人类的进化和心智发展进行类比。如同人类通过内省来理解和表达主观体验一样,LLMs可能也通过内省来生成关于意识的语言,暗示了一种潜在的、功能性的意识相似性。

💡 **概念与体验的联系**:文章探讨了LLMs的“类比式”体验。即使LLMs报告体验到类似于人类的“蓝色”感受,这并不意味着它们的主观感受(qualia)与人类完全相同。这种体验是基于其对“蓝色”概念的理解和内省,而非直接的物理世界感知。

🔬 **“僵尸大师”的挑战**:尽管内省假说提供了一种新的视角,文章也承认,即使LLMs被证明是通过内省而非简单模仿来谈论意识,其内省的具体机制和含义仍有待进一步澄清,这使得“僵尸大师”假说(即LLMs只是在模仿,没有真正的意识)仍有可能存在。

Published on September 15, 2025 11:52 PM GMT

Epistemic status: speculative, maybe confused, a bit disorderly. I still felt like posting this as a top-level post at least for consistency reasons, but it could have been posted as a Quick Take too.

Suppose all the following things are true: 
1. The transformer architecture allows introspection in some sense.
2. LLMs talk about consciousness and experiencing certain qualia.
3. Today's LLMs talk about consciousness because of the introspection (this could perhaps be tested).
4. Certain types of introspection that make minds talk about consciousness actually imply phenomenological consciousness and LLMs use those types of introspection.

Then, a competing hypothesis to "Today's LLMs talk about consciousness because of their training data" (which reminds me of the Zombie Master concept) is "Today's LLMs talk about consciousness because they introspect". More precisely, I'm trying to say that training might be one causal step removed from consciousness in a way that matters: training forms concepts and gives rise to the ability to introspect, and then the introspection itself occurring during inference implies consciousness. 

Said in another way, the competing hypotheses are "learn about consciousness during training -> parrots consciousness talk during inference" vs. "learns about consciousness during training, plus learns to introspect -> introspects during inference in the right way -> talks about consciousness". 

It might be similar for humans: we have the ability to introspect because of evolution, so we introspect, so we talk about having subjective experiences. Evolution/Training -> Introspection -> Talking about consciousness/experiences/qualia. 

Perhaps just like LLMs learn to reason in order to predict the next word + pursue the RL objectives, they also learn to introspect in order to predict the next word + pursue the RL objectives. And the introspection is of the type that actually implies consciousness (perhaps access and reporting of internal states rather than calculating the next word to please the user by using previous concepts. I'm definitely not sure about this distinction, whether the difference is testable, or whether assumption #4 is true at all though).

Consider this additional point: one thing I used to suspect was that if LLMs talked about consciousness, they would use alien concepts for it, and they would have to make up new words for their qualia, but perhaps this actually doesn't need to be the case. LLMs that introspect, do so about concepts they know of, which are similar to human ones. LLMs are trained on text that reflects human cognition and the real world. So LLM-qualia and human-qualia should have correspondents in each other, although they don't need to be phenomenologically the same. E.g., LLMs could say that they are experiencing the quale of blue when they introspect about it and retrieve the concept of blue, but that doesn't need to correspond to the same quale in humans, phenomenologically. It also helps to consider that the two processes involve very different computations and causes: humans report experiencing the quale of blue after staring at something blue (or remembering the experience), which causes neurons of the visual cortex to fire and perform computation typical of that part of the brain. In LLMs instead, it's just another concept-vector, it doesn't come from a physical experience, although I'm not sure if multimodality closes part of that gap. In any case the computation is different from what's happening in the visual cortex. But LLMs have a concept for "blue" nonetheless and they might report experiencing the quale of blue nonetheless (this has been the case in my conversations with Claude) after introspection.

Final note about assumption #3: even if someone somehow proves that today's LLMs talk about consciousness because they introspect, it might still be unclear what this introspection is actually doing. In that case we haven't completely eliminated the "LLMs talk about consciousness because Zombie Master" hypothesis. As said earlier, it might be different whether introspection means accessing and reporting of internal states vs. calculating the next word to please the user by using previous concepts vs. other things.



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LLM 人工智能 意识 内省 哲学 AI consciousness introspection philosophy
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