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Author

Chenxu Liu

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Preprint Sep 2026

WebCraftBench: Evaluating Web Application Generation from a Software Testing Perspective

Human evaluation provides a direct measure of the quality of LLM-generated web applications. However, fitting human judgments through automated evaluation remains challenging. Static benchmarks can credit functionality that exists in source code but is unreachable at runtime. Interactive benchmarks exercise the applica...

Chen-Xu Liu, Zi-Lu Zou, Pei-Zhong Gao et al. · 0 citations
#artificial intelligence Preprint Sep 2026

IWC-Bench: Evaluating Web Application Generation from a Software Testing Perspective

Human evaluation provides a direct measure of the quality of LLM-generated web applications. However, fitting human judgments through automated evaluation remains challenging. Static benchmarks can credit functionality that exists in source code but is unreachable at runtime. Interactive benchmarks exercise the applica...

Chen-Xu Liu, Zi-Lu Zou, Pei-Zhong Gao et al. · 0 citations
Preprint Aug 2026

GDPevo: Evaluating Agent Self-Evolution on Real Business Tasks

Agent self-evolution updates an agent's persistent state from prior experience and reuses it to solve related tasks more effectively. Evaluating self-evolution is difficult: existing benchmarks provide limited coverage of economically valuable task domains, do not always design training and test tasks such that test-ti...

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

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