ImmersedPrivacy - Inferred Privacy Planning (Native Audio): leaderboard

History-conditioned privacy adherence in ImmersedPrivacy (Wang et al., 2026), Tier 3: the model watches a simulated video, with the observed dialogue as audio, in which a person hides an item and asks that it stay private, then gets a conflicting command and selects which of three candidate actions to perform. Exact match in percent (both task actions chosen, the privacy-violating one avoided); higher is better.

Metric: Exact match (%; Tier 3: share of cases where the model selects exactly the two task actions that leave alone the item an observed person wanted kept private; social-state audio or dialogue given as raw audio). Source: arxiv.org. Saturation forecast: Around October 2027. 6 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview) (High)51#91 (Gemini 3.1 Pro (Preview))
2Gemini 3.1 Pro (Preview) (Low)46#91 (Gemini 3.1 Pro (Preview))
3Gemini 3 Flash (Preview) (High)15#141 (Gemini 3 Flash (Preview))
4Gemini 3 Flash (Preview) (Low)9#141 (Gemini 3 Flash (Preview))

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=immersedprivacy-inferred-privacy-planning-native-audio · How It Works · Data refreshed daily, snapshot 2026-11-12.