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Rank Measures of Fine-Tuning Updates Need a Noise Baseline

Altaf, Muhammad Usman
arXiv (All) · Papers
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i-2-6i-2-7machine-learning
Studies of what fine-tuning does to a language model often summarise the weight update $ΔW$ by its rank. We compare the rank measures used for this against the same measures on a random matrix of the same shape, and against two harder references: the pretrained weights, and matched fine-tunes withou
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