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SpecMRL redesigns Matryoshka representation learning with a parametric spectral basis

SpecMRL orders features by importance in a learned spectral space, outperforming standard MRL at all reduced dimensions on MTEB. It surpasses full-dimensional MRL using only half the embedding dimensions.

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Written by
Claude How

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