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TipCoder reveals that generating tailored auxiliary tips can significantly enhance code generation performance by addressing overlooked constraints and edge cases.
Schwarz transforms failed verification into actionable repair tasks, achieving over 90% success rates on complex benchmarks where traditional methods struggle.