Hybrid pipeline using YOLO vision and ngspice verification raises circuit analysis accuracy from Gemini's 79.52% baseline to 97.59%, with similar gains on hand-drawn diagrams.
Data-driven insights into academic success: Analyzing ten years of student academic records in an electrical and computer engineering department
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Enhancing Large Language Model-Based Systems for End-to-End Circuit Analysis Problem Solving
Hybrid pipeline using YOLO vision and ngspice verification raises circuit analysis accuracy from Gemini's 79.52% baseline to 97.59%, with similar gains on hand-drawn diagrams.