RandSlot: random soft tokens compress visual documents into just 4 vectors

_reachsumit · x · 2026-09-29

RandSlot appends independently resampled random unit vectors during training to teach a visual document retriever to compress each page into four vectors, outperforming prior compact methods at the same vector budget. Notably, the gains persist when random tokens are replaced with zeros at inference, showing training-time randomness alone improves compact representations.

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