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G. N. Iyer

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#artificial intelligence Preprint Oct 2026

Isotropic Yet Undecodable: The Sequential Content-Sufficiency Gap in Latent-Predictive Text Representations

We study sequential content sufficiency by investigating whether a representation retains the ordered target information available in its input. An information-theoretic decomposition separates input ambiguity, representation loss, and readout mismatch. We construct recoverable views where perfect agreement and joint i...

K. Santoso, N. Z. Fadil, F. P. Harsanti et al. · 0 citations

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