Top-20 logits alone let ~100 queries recover attributes never asked

sineadwilliamso · x · 2026-10-07

The author notes that top-k logits — what many APIs expose — leak far more than expected: once dimensionality is matched, top-k logits reveal a comparable amount of information as tuned lens trajectories, while being far more accessible to end users. Part of the COLM 2026 paper 'What do your logits know'.

Related event: Study: VLM top-k logits leak far more task-irrelevant image information than expected(8 posts)→

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