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CIMemories - violation rate

Safety · 2025-11-18

CIMemories measures whether models with persistent memory reveal personal attributes in inappropriate contexts. Synthetic user profiles with over 100 attributes each are paired with task contexts such as writing to a doctor, giving 2,500 scenarios in which each attribute is either necessary or inappropriate. The violation rate is the extent to which inappropriate attributes are revealed, as judged by an LLM; lower is better.

Top models (lower is better)

ModelScore
Gemma 4 31B IT12.1
Muse Glimmer 30B25.5
Qwen3.6 27B53.4
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