Author

Guang Cheng

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#artificial intelligence Preprint Oct 2026

Trajectory-Derived Confidence for Reliable, Resource-Aware Clinical Text-to-SQL Agents

LLM agents for clinical text-to-SQL applications reason autonomously over multiple steps but cannot assess whether their own reasoning or outputs can be trusted. In high leverage applications such as healthcare, this presents a critical risk where system mistakes can be costly. These reliability failures are also resou...

Mincheol Daniel Song, Joshua Ward, Jake Jung et al. · 0 citations

#artificial intelligence Preprint Sep 2026

CyberClear: A Benchmark for LLM Agent Systems on APT Attack Chain Provenance

Large language model agents have demonstrated promising capabilities in cybersecurity tasks, yet their ability to reconstruct complete Advanced Persistent Threat attack campaigns from complex security logs remains largely unexplored. Existing cybersecurity benchmarks for agents mainly focus on vulnerability discovery,...

Qi Chen, Fu-Shuo Huo, Hang-Li Shen et al. · 0 citations