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PhysCount: Do MLLMs Count Visual Appearances or Physical Entities?

Benchmark that separates counting visible appearances from counting physical entities.

Explainer · on the wire

The explainer for this story is still on the wire.

The claim, the mechanism, and the figures land here once generated.

Source · arXiv

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PhysCount: Do MLLMs Count Visual Appearances or Physical Entities? — Genko 31 Oct 2026