Author

Ying Zhang

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#artificial intelligence Preprint Sep 2026

Just Ask Jev: Reinforcement Learning for Calibrated Decisions as a Zero-Shot Detector of AI Alignment Failures

RLCDAlignBench is presented, which benchmarks Jev on ten alignment failures: sycophancy, jailbreaks, deception, prompt injection, hallucination, privacy violation, social bias, reward hacking, concealing uncertainty, and power seeking.

Ruo-Qi Guo, Yi Liu, Ge-Lei Deng et al. · 6 citations

Preprint Aug 2026

MaliciousSkillBench: A Comprehensive Benchmark for Malicious Agent Skill Detection

The results show that reliable malicious-Skill detection requires both broader cross-source benchmark coverage and evaluation that jointly measures attack detection and benign over-flagging.

Yue Wang, Yi Liu, Ge-Lei Deng et al. · 1 citation