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This paper introduces FinEvolveBench, a benchmark for financial sentiment prediction, and Tree-of-Experience (ToE), a structured experience-management method for LLM agents in low-repetition tasks with implicit rewards. Experiments show that ToE outperforms general-purpose experience mechanisms in such challenging settings.