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Tian-Yu Ruan

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#artificial intelligence Preprint Sep 2026

Relative Generalization Invariance of LLM Pretraining

Large Language Model (LLM) pretraining performance is jointly shaped by three components of the training triplet: the optimizer, model architecture, and training data stream. However, how these components influence performance in distinct ways remains unclear. We take a first step toward isolating their effects by stud...

Feng-Zhuo Zhang, Shu-Che Wang, Sheng-Gui Li et al. · 0 citations

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