most citedEstimating LLM Consistency: A User Baseline vs Surrogate Metrics

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cs.CR2026

Say Something Else: Rethinking Contextual Privacy as Information Sufficiency

Yunze Xiao, Wenkai Li, Xiaoyuan Wu +3

LLM agents increasingly draft messages on behalf of users, yet users routinely overshare sensitive information and disagree on what counts as private. Existing systems support only…