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Rui-Zheng Zou

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Preprint Jul 2026

AMTFV: Agentic Mathematical Tool-Flow Verification for LLM Self-Correction

Experimental results show that AMTFV outperforms the representative baselines evaluated in this study overall; under an individual model configuration, it improves average accuracy over the strongest baseline by up to 8.3 percentage points.

Rui-Zheng Zou, Yutao Zhu, Mengqi Wei et al. · 0 citations