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将智能重新定义为学习效率的增长速率

📅 2026-03-15 03:20 François Chollet 人工智能 3 分鐘 3273 字 評分: 84
智能定义 AGI 机器学习理论 ARC-AGI 弗朗索瓦·肖莱
📌 一句话摘要 弗朗索瓦·肖莱将智能定义为相对于资源的能力习得速率,而非静态知识或任务表现。 📝 详细摘要 在这条推文中,Keras 和 ARC-AGI 的创建者弗朗索瓦·肖莱提供了一个关于智能的理论定义。他认为,智能并非仅仅通过知道如何执行某项任务来体现,也不会因缺乏特定知识而被否定。相反,他提出智能是能力随训练资源增加而提升的“增长速率”。这一观点强调学习效率和泛化能力,而非技能的绝对水平,这正是他衡量通用人工智能(AGI)工作的基石。 📊 文章信息 AI 评分:84 来源:François Chollet(@fchollet) 作者:François Chollet 分类:人工智能

Title: Redefining Intelligence as the Rate of Learning Efficienc...

URL Source: https://www.bestblogs.dev/status/2032899704913276985

Published Time: 2026-03-14 19:20:33

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Redefining Intelligence as the Rate of Learning Efficiency ==========================================================

Redefining Intelligence as the Rate of Learning Efficiency ========================================================== ![Image 2: François Chollet](https://www.bestblogs.dev/en/tweets?sourceId=SOURCE_fa42b4ed) ### François Chollet

@fchollet

Knowing how to do a task is not proof of intelligence, but in reverse not knowing how to do it isn't proof of lack of intelligence. Intelligence is the rate of increase of your competence as a function of your resources/training, and that rate is independent of absolute levels.

Mar 14, 2026, 7:20 PM View on X

12 Replies

6 Retweets

102 Likes

3,356 Views ![Image 3: François Chollet](https://www.bestblogs.dev/en/tweets?sourceid=fa42b4ed) François Chollet @fchollet

One Sentence Summary

François Chollet defines intelligence as the rate of competence acquisition relative to resources, rather than static knowledge or task performance.

Summary

In this tweet, François Chollet, the creator of Keras and ARC-AGI, provides a theoretical definition of intelligence. He argues that intelligence is not demonstrated by simply knowing how to perform a task, nor is it disproven by a lack of specific knowledge. Instead, he posits that intelligence is the 'rate of increase' in competence as a function of training resources. This perspective emphasizes learning efficiency and generalization over the absolute level of skill, which is a cornerstone of his work on measuring Artificial General Intelligence (AGI).

AI Score

84

Influence Score 23

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Language

English

Tags

Intelligence Definition

AGI

Machine Learning Theory

ARC-AGI

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Redefining Intelligence as the Rate of Learning Efficienc... ===============

查看原文 → 發佈: 2026-03-15 03:20:33 收錄: 2026-03-15 04:01:06

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