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Be Responsible in Your Answers! Monitoring Out-of-Domain Behaviors in Domain-Specific LLMs

Boquan Li,Chenzhe Lou,4 Authors,Yaowen Zheng

2026 · DOI: 10.1145/3774904.3792621
0 Citations

TLDR

By analyzing the internal hidden states in domain-specific LLMs, DomainMonitor can effectively detect out-of-domain behaviors and suggest potential 'rejection' instructions for follow-up responses, providing runtime monitoring solutions for responsible LLMs.