Author

Xuening Han

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#artificial intelligence Preprint Oct 2026

JevAgentHarness: Benchmarking, Deploying and Training Decision Models That Share Control with LLMs

Large language model (LLM) agents now fix software, operate computers and serve customers, but their harnesses, the programs that run them, call a large LLM at every step, which makes long tasks slow and costly. Most of these calls end in a multiple-choice decision, such as which tool to call next. Decision models such...

Kun-Lun Zhu, Tao Feng, Xue-Ning Han et al. · 0 citations

Preprint Aug 2026

VICBench: A Multi-Language Benchmark for Code Vulnerability Detection

VICBench enables robust evaluation of vulnerability detection approaches and shows that state-of-the-art algorithms V-SZZ and LLM4SZZ achieve only 33.3%-40.1% F1, confirming that using existing approaches still entails significant manual effort.

Jin Lu, Xuening Han, Yan Zhong et al. · 0 citations