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The Geometry of Learning: Read-Write Asymmetry Across Training

Ruscio, Valeria et al.
arXiv (All) · Papers
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artificial-intelligencecomputation-and-languagemachine-learning
Pretraining and alignment update the same transformer weights, and we ask in which directions each stage changes them. The residual stream gives every matrix a shared coordinate system, in which a weight change can be compared with the principal subspace of the activations the matrix reads and with
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