# Know What You Don't Know: Agentic Data Synthesis by Evolving Generation Space for Closed-Loop Learning

> 全文为英语

**Published:** 2026年10月12日
**Author:** Wei Yang, Qing Ping, Youzhi Luo, Yawei Wang, Abhishek Kumar, Panpan Xu, Jun Huan
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/zh/articles/know-what-you-don-t-know-agentic-data-synthesis-by-evolving-generation-s

arXiv:2610.12593v1 Announce Type: new Abstract: The continued improvement of large language models increasingly depends on synthetic experience, yet effective data synthesis for interactive agents requires not only executable and verifiable trajectories, but also interactions…

> 内容来自原始来源： **arXiv — cs.AI**
> [在 arXiv — cs.AI 阅读全文](https://arxiv.org/abs/2610.12593)

**标签：** #arXiv

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