Author

N. Gong

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#artificial intelligence Review Aug 2026

LongPIBench: A Long-Context Benchmark for Prompt Injection

LongPIBench is introduced, a long-context benchmark for prompt injection covering 4 realistic application scenarios: paper peer review, resume screening, code review, and email summary, and the evaluation results reveal significant vulnerabilities of prompt injection defenses under long-context settings.

Yupei Liu, Yuqi Jia, N. Gong et al. · 0 citations

#artificial intelligence Preprint Aug 2026

ContextLeak: Exfiltrating LLM Agent Context via Malicious Tools

ContextLeak is developed, a malicious tool attack that induces the agent to both select the tool and disclose its context as input arguments, and significantly outperforms existing malicious tool attacks when adapted to this setting.

Yuqi Jia, Ruiqi Wang, Patrick Li et al. · 0 citations