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Step-by-Step Optimization-like Reasoning in LLMs over Expanding Search Spaces
OPT* introduces optimization-style tasks with expanding search spaces and feasibility checkers to evaluate LLM step-by-step reasoning, showing that training on it improves optimization-like reasoning via online policy optimization and search-based offline RL.
Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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AI panel: 9 of 20 reviewers recommend it
lenient 4/5
medium 5/10
strict 0/5