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Give the Model a Finger: Developmentally Aligned Evaluation of Counting in Vision-Language Models

Jia, Yingxin et al.
arXiv (All) · Papers
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computation-and-languagecomputer-vision-and-pattern-recognitionmachine-learningrobotics
Vision-language models (VLMs) are exact on small sets and drift into estimation on larger ones, a profile reminiscent of children before they master counting. Children cross the barrier with epistemic actions: pointing at each item while reciting number words, moving counted items aside, partitionin
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