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SpecMRL: Redesign Matryoshka Representation Learning within Parametric Spectrum

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Summary

SpecMRL reorganizes the feature space using a parameter-derived spectral basis to improve prefix readout in Matryoshka Representation Learning. The method surpasses full-dimensional MRL using half the embedding dimensions.

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