APF automates solver-independent formulation of optimization problems from natural language via LLMs fine-tuned on synthetically generated high-quality data, outperforming prior methods on antenna radiation efficiency tasks.
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Solver-Independent Automated Problem Formulation via LLMs for High-Cost Simulation-Driven Design
APF automates solver-independent formulation of optimization problems from natural language via LLMs fine-tuned on synthetically generated high-quality data, outperforming prior methods on antenna radiation efficiency tasks.