让大模型自我纠错数学推理，AMTFV用工具流验证把错误答案掰正，值得一试。
arXiv:2607.29549v1 Announce Type: new Abstract: Large language models have demonstrated strong mathematical problem-solving capabilities, yet reliably…
针对大模型自校正中的噪声难题，提出结构化验证循环，让推理更可靠。
arXiv:2606.21724v1 Announce Type: cross Abstract: Large language models produce fluent but often incorrect multi-step reasoning, and naive correction …
一篇关于广义离散扩散模型与自校正机制的论文，适合AI研究者快速了解前沿生成模型技术
arXiv:2603.02230v2 Announce Type: replace-cross Abstract: Self-correction is an effective technique for maintaining parallel sampling in discrete diff…
可证明自校正的掩码扩散微调方法，提升生成模型可靠性的创新框架
arXiv:2510.01384v4 Announce Type: replace Abstract: A natural desideratum for generative models is self-correction--detecting and revising low-quality…