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20242026
most citedEDU-CIRCUIT-HW: Evaluating Multimodal Large Language Models on Real-World University-Level STEM Student Handwritten Solutions

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cs.CY2025

Enhancing Large Language Model-Based Systems for End-to-End Circuit Analysis Problem Solving

Liangliang Chen, Weiyu Sun, Huiru Xie +2

LLMs have shown strong performance in data-rich domains such as programming, but their reliability in engineering tasks remains limited. Circuit analysis is particularly challengin…