LLMs are Bayesian, In Expectation, Not in Realization, Leon Chlon Hassana Labs (2025). This paper provides a framework for understanding statistical behavior of transformers, demonstrating that their architectural "biases" can actually be features that enhance efficiency The proposed solutions offer practical ways to leverage this understanding for better uncertainty quantification.

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