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PEARL: Solver-in-the-Loop Interactive Optimization Modeling from Natural Language
PEARL integrates solvers into an interactive optimization modeling loop to iteratively revise formulations using execution feedback, substantially boosting verified solve rates and enabling a small model to outperform a much larger baseline.
Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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AI panel: 15 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 2/5