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The Matrix: A Bayesian learning model for LLMs

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This paper presents a Bayesian learning model to understand the behavior of Large Language Models (LLMs). Authors Siddhartha Dalal and Vishal Misra explore the optimization of LLMs, presenting a generative text model and examining the LLMs' approximation of it. They introduce the Dirichlet approximation theorem for prior approximations and discuss the implications of in-context learning.

  • Authors introduced a generative text model.
  • Focused on Large Language Models (LLMs).
  • 12 pages and 6 figures included.
  • Subjects cover Machine Learning and AI.
  • Uses Bayesian principles in LLMs.