AINeutralarXiv – CS AI · 15h ago6/10
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Generating Robust Portfolios of Optimization Models using Large Language Models
Researchers propose an algorithm that uses large language models to generate portfolios of optimization models rather than single outputs, addressing the reliability gap in LLM-generated solutions. The method leverages LLMs in dual roles—as generative and evaluative components—with theoretical guarantees that high-quality candidates appear in the portfolio as long as either role aligns with human preferences.
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