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#machine learning Preprint Oct 2026

The Persona Hierarchy Model: Understanding Contextual Generalization in Fine-Tuning LLMs

Language models are routinely fine-tuned under a fixed context, such as a generic system prompt, persona or domain-specific instruction, yet the learned behavior sometimes stays confined to that context and sometimes broadly generalizes to unseen contexts. We propose the Persona Hierarchy Model to explain this: a share...

Jia-Chen Zhao, Zheng-Xuan Wu, David Bau et al. · 0 citations

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