Author

Yining Zheng

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Preprint Aug 2026

SWE-bench Science: Can Coding Agents Resolve Engineering Tasks in Science?

A paired ablation that removes explicit scientific guidance while preserving the repository and executable engineering context shows that scientific knowledge is not uniformly beneficial: well-grounded information can constrain repair and improve average performance and token efficiency, whereas poorly aligned guidance can induce anchoring and does not necessarily improve exact repair success.

Zhipeng Xu, Jiahao Lu, Yining Zheng et al. · 0 citations

#natural language process... Preprint Aug 2026

What Makes Agent Memory Useful for Reliable Unanswerable Question Handling?

It is found that memory can improve UAQ performance in some settings, but such gains are selective rather than universal and remain fragile under dataset shift, suggesting that reliable UAQ memory depends less on storing larger amounts of experience and more on preserving transferable behavioral guidance.

Chuanyuan Tan, Junpu Yu, Yuxia Wang et al. · 0 citations