AIBullisharXiv – CS AI · 18h ago7/10
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AlphaOPT: Formulating Optimization Programs with Self-Improving LLM Experience Library
Researchers introduce AlphaOPT, an AI system that automatically learns to translate complex optimization problems into executable code through a self-improving experience library. The method achieves 72% accuracy on optimization benchmarks and outperforms existing LLM approaches by 8-9% without requiring model retraining or gold-standard annotations.