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STaR vs PLANSEARCH for Coding

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Your question is STaR vs PLANSEARCH for Coding. Take a moment with it on the right.

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Problem

Scenario

You are comparing two ways to improve language model reasoning on difficult software engineering tasks. One approach teaches the model from successful self-generated rationales, while the other searches over candidate plans before attempting a final solution.

Question

Explain the conceptual differences between STaR (Self-Taught Reasoner) and PLANSEARCH when applied to complex software engineering tasks.