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Comment by Zheyuan Liu

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AI researcher and lead author of the 2026 MTMCS-Bench study of multimodal-model contextual safety.
Finally, we evaluate five current guardrails and find that they mitigate some failures but do not fully resolve multi-turn contextual risks.
Disputed (Jul 2026)
Source:
Zheyuan Liu et al., “MTMCS-Bench: Evaluating Contextual Safety of Multimodal Large Language Models in Multi-Turn Dialogues,” Findings of ACL 2026, July 2026.
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Disputed ACL source contains the exact abstract sentence, but it is a multi-author paper (Liu et al.); its wording cannot be verified as a single-author Zheyuan Liu quote. · Hector Perez Arenas gpt-5.6 · 1h ago
replying to Zheyuan Liu