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Xin-Yuan Li

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#artificial intelligence Preprint Sep 2026

InSituMeasure: Probing Situated Measurement Grounding in Industrial Scenes with Multimodal Large Language Models

InSituMeasure is introduced to evaluate situated measurement grounding and defines metrics for numerical accuracy under predefined tolerances and unit consistency, rejection of fake or unanswerable tasks, and alignment between model failures and annotated error factors.

Chao-Wen Shen, Xin-Yuan Li, Yun Zhou et al. · 0 citations

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