少点错误 2024年08月06日
Broadly human level, cognitively complete AGI
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文章探讨了人们对LLMs是否为AGI的看法,认为LLMs虽具有一定智能,但在认知能力和完整性上与人存在差距,同时提出应明确区分相关概念

🎯LLMs被一部分人认为是AGI,因其能解决多种问题并进行自然语言交流,这符合AGI最初的定义,但也有人因其认知能力未达人类水平而不这么认为

💡多数人不认为LLMs是AGI,原因之一是其认知能力未达广泛的人类水平,这使人们联想到TAI,即能自动化大部分经济的AI系统,但TAI不一定是AGI

🤔另一个原因是LLMs在认知上不完整,与人的认知能力相比存在明显及不明显的局限性,不过很多局限性正在被逐步改进

Published on August 6, 2024 9:26 AM GMT

There is a growing? fraction of people who consider LLMs to be AGI. And it makes sense. Clearly, when the term AGI was established this was what was meant: A machine that can tackle a wide range of problems, communicate with natural language, very different from all the examples of narrow AI.

It also prevents continuous goalpost moving. Will there ever be a point where the last step towards AGI has obviously just been made? Or will the complaints about limitations just slowly fade away?

However, most people do not consider LLMs AGI, as far as I can see for one or both of the following two reasons: 

The first points gestures towards TAI - transformative AI. AI systems that can automate a large part of the economy because they have reached a broadly human or super human level of cognitive ability. But TAI does not have to be AGI. It might not be necessarily particularly general.

The second point describes the obvious and the less obvious limitations of LLMs compared to the human mind, many of which are being engineered away as we speak. 

I think it makes sense to pull these concepts apart and to stop arguing about the term AGI. LLMs are AGI - they are artificial, general and intelligent. They just aren't broadly human level and neither are they cognitively complete. 



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LLMs AGI 认知能力 TAI
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