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Lavanya Nigam

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Preprint Aug 2026

Lost in Interpolation: Why Predictive Feedback Fails in Diffusion Language Models

Spherical Soft-Masking (S-SM), a drop-in replacement that aggregates the top-(k) predictions with a Fr'echet mean on the hypersphere and blends this mean with the mask direction using spherical linear interpolation (SLERP), then restores the native mask norm.

Lavanya Nigam, Ishaan Bansal, Aryan Sood et al. · 0 citations