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Jingzhe Xu

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Preprint Aug 2026

GDPevo: Evaluating Agent Self-Evolution on Real Business Tasks

GDPevo is presented, an evolution-native benchmark grounded in GDP-related enterprise workflows, together with the fully automated data pipeline that generates it, and the best evolved agents remain far below the fully informed oracle ceiling, indicating that the self-evolution ability of current agents remains far fro...

Leijun Zhou, Zhihao Liu, Xiang Qu et al. · 1 citation
Conference Jul 2026

Temporal Metamorphic Testing for RAG-Based LLMs under Evolving Knowledge

Evaluating the temporal consistency of RetrievalAugmented Generation (RAG) systems is challenging because conventional evaluation methods rely on ground-truth answers, which are difficult to define under continuously evolving knowledge. This paper presents a temporal metamorphic testing framework for RAG-based large la...

Hongyu Wang, Dave Towey, Ge Zhang et al. · 0 citations

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