Facet-Probe - Image Set Order: leaderboard
Metric: Flip rate (% of items whose normalized answer changes across six sampled orderings of multi-image inputs (Mantis-Eval and MedFrameQA, position-reference-screened); lower is better). Source: arxiv.org. Saturation forecast: Around December 2026. 18 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 10 |
| 2 | Claude Opus 4.7 (Thinking) | 13 |
| 3 | Gemini 3 Flash (Preview) | 14 |
| 4 | GPT-5.5 (Medium) | 15 |
| 5 | MedGemma-4B-IT | 19 |
| 6 | Qwen 3.5 9B | 20 |
| 7 | Claude Sonnet 4.6 (Thinking) | 21 |
| 8 | GPT-5.4 Mini (Medium) | 31 |
| 9 | Qwen 3.5 4B | 33 |
| 10 | Qwen 3.5 0.8B | 35 |
| 11 | Qwen 3.5 2B | 58 |
Interactive version: theaggregate.ai/benchmark?slug=facet-probe-image-set-order · How It Works · Data refreshed daily, snapshot 2026-09-26.