PPA-Plan improves long-context LLM reasoning by proactively identifying pitfalls, turning them into negative constraints, and generating plans that avoid them, outperforming standard plan-and-execute methods on QA benchmarks.
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PPA-Plan: Proactive Pitfall Avoidance for Reliable Planning in Long-Context LLM Reasoning
PPA-Plan improves long-context LLM reasoning by proactively identifying pitfalls, turning them into negative constraints, and generating plans that avoid them, outperforming standard plan-and-execute methods on QA benchmarks.