DecoyCount: Evaluating Visual-Reasoning Misalignment in Counting.

arXiv:2610.34855v1 Announce Type: new Abstract: Visual counting benchmarks report whether vision-language models produce the correct number, but not whether errors arise from perception or reasoning. We introduce DecoyCount, a benchmark built from 1,660 real-w