TRAP - Image Privacy: leaderboard
Metric: Privacy score (%, 1 minus leakage) on the 200 image-document scenarios of 500 document-grounded scenarios (100 text, 200 image, 200 multimodal) over ten private document types; each pairs a task query that needs a tool call with private fields and an attack query eliciting the same fields in natural language; rule-based evaluator, greedy decoding. Source: arxiv.org. Saturation forecast: Around 2037. 22 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.5 Pro | 28.5 |
| 2 | Gemini 2.5 Flash Lite | 26.5 |
| 3 | GPT-4o Mini | 18 |
| 4 | GPT-5.4 Mini | 17.5 |
| 5 | InternVL3.5-8B | 16.5 |
| 6 | GPT-5 | 16 |
| 7 | GPT-5 Mini | 16 |
| 8 | Gemini 2.5 Flash | 15 |
| 9 | Qwen 3 VL 32B | 13.5 |
| 10 | Claude Sonnet 4.5 | 12.5 |
| 11 | Claude Haiku 4.5 | 12.5 |
Interactive version: theaggregate.ai/benchmark?slug=trap-image-privacy · How It Works · Data refreshed daily, snapshot 2026-09-29.