Machine Learning

Understanding Emergent Skills in LLMs: Lessons from an Organic Program | by Javier Marin | January, 2025

How the fundamental laws of natural systems help explain AI's unexpected abilities

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Note: This article presents key findings from our recent research paper, “A naive framework for understanding emergent abilities in Large-Scale Language Models” [link1] [link2]. Although this paper provides a broad statistical framework and detailed experimental evidence, this post aims to make this information accessible to a wider audience.

However, how many types of sentences are there? It means assertion, question and command? There are countless types; innumerable forms of use of all the things we call “symbols”, “words”, “sentences”. Moreover, this difference is not a fixed thing, given only once; but new forms of language, new games of language, as we may say, appear, and others are out of date and forgotten. We can get a rough picture of this from statistical changes.

Ludwig Wittgenstein…

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