LLM 具备生命属性吗?一则“随机鹦鹉”思想实验
Are Stochastic Parrots Alive?
这则思想实验主张,仅因 LLM 的运行机制可被解释、模型可由人类制造,并不足以断言它们没有生命属性。文章设想一名通过强化学习与自监督学习获得知识、能力与前沿 LLM 相近的硅基外星生命,指出身体构成不同并不会使其较少具有生命。随后以“外星人批量生产人类”的反例追问,生命是否取决于物质构成或起源。
以硅基外星生命和批量生产人类的反例,拆解“理解原理便否定生命”的直觉判断,为讨论 LLM 的生命属性提供概念辨析。
If a spaceship were to land in your garden right now and a stereotypical alien came out of it and started expressing themselves in natural language with capabilities similar to those of frontier LLMs, you would probably have no problem in declaring that a form of alien life just landed on Earth.
Now suppose you study the alien in great detail. You figure out that they are made not of flesh and bones, but of transistors. Their energy doesn’t come from thousands of small chemical reactions inside their body, but perhaps from some form of futuristic nuclear reaction. At this point you would realize that this is not carbon-based life. Their body is quite different from ours, but that does not make them any less alive than us.
Then you go on and study how their society and education work. You start to realize that they get their knowledge through something very similar to a mix of reinforcement learning and self-supervised learning, performed on a huge corpus of information that they initially inherited from another species, and which they later started expanding themselves.
At this point, would you shrug everything off and call this being not an alien form of life but just a stochastic parrot?
Just because in principle we understand how LLMs work and because we can create them from scratch, does it really mean that they are not alive?
As homework: try to imagine the opposite case. An alien form of life that starts mass-producing humans for some utilitarian endeavour. Would that make humans any less alive?
来源:Hacker News · stefano.petrilli.xyz