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Guorui Song

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#machine learning Preprint Aug 2026

OraclePhys: A Systematic Framework for LLM Fine-Tuning on Structural Mechanics

The study yields two findings: first, the label's answer form -- not its bit count -- causally determines what fine-tuning teaches: a ranking objective installs an out-of-distribution forward model where the untrained base sits at the guessing prior.

Mingyu Li, Guorui Song, Jing Lin et al. · 0 citations