Author

Xi-Peng Qiu

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Preprint Aug 2026

ContextWeave: A Real-World Workflow Benchmark

ContextWeave is introduced, a longitudinal benchmark that evaluates whether recalled experience improves downstream agent performance in realistic office-work streams and motivates memory systems that optimize not only retrieval relevance but also reliable use during execution.

Bo Wang, Yu Yao, Enxi Wang 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