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Author

Jared Lichtarge

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Preprint Oct 2026

DecoyCount: Evaluating Visual-Reasoning Misalignment in Counting

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-world images with designed decoys across seven mechanisms, along with paired prompts: a neutral question, a m...

Qiu-Yi Zhang, Zhen Xu, Jing Gu et al. · 0 citations
#artificial intelligence Preprint Oct 2026

Humanity's Sixth Sense: Benchmarking Intuitive Visual Reasoning in Multimodal Models

Humans perceive far more in a scene than what is explicitly depicted: a single glance captures past causes and future trajectories; a quick peek determines if a vehicle can fit between two parked cars; a few seconds of video reveals who holds authority in a room; and a fleeting clip highlights subtle abstract patterns...

Xing-Ming Guo, Jing Gu, Brian Jang et al. · 0 citations

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