Enhancing Large Language Model-Based Systems for End-to-End Circuit Analysis Problem Solving
An enhanced end-to-end circuit problem-solving framework using Gemini 2.5 Pro as the backbone model for scalable engineering-education applications that substantially improves the robustness, scalability, and generalizability of LLM-based circuit problem solving for engineering education and practical circuit analysis.
Liangliang Chen, Wei-Yu Sun, Huiru Xie et al.
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