Pengcheng Sun
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126
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2026
Permit: Permission-Aware Representation Intervention for Controlled Generation in Large Language Models
Permit is a novel framework that enforces fine-grained, permission-aware control over the hidden states of LLMs, preventing information leakage even when sensitive data is present in the context.
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Papers
cs.CRRecentMay 10, 2026
Permit: Permission-Aware Representation Intervention for Controlled Generation in Large Language Models
Pengcheng Sun, Lan Zhang, Zhaopeng Zhang, Jiewei Lai +1 more
Permit is a novel framework that enforces fine-grained, permission-aware control over the hidden states of LLMs, preventing information leakage even when sensitive data is present in the context.
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