Agent Tools Orchestration Leaks More: Dataset, Benchmark, and Mitigation

Yuxuan Qiao, Dongqin Liu, Hongchang Yang +2

LLM agents can combine individually non-revealing tool returns and disclose a sensitive conclusion, creating Tools Orchestration Privacy Risk (TOP-R). We formalize TOP-R through th…