MiSCHiEF (Culture) - Image-to-Caption Matching: leaderboard
Metric: Accuracy (%, 0-100) on MiC: 279 culture minimal pairs, the same cultural proxy depicted in two cultural contexts; given one image and the pair's two captions, pick the matching caption (chance 50); captions written by Gemini 2.5 Pro and images generated and edited with the GPT-Image API, both manually verified; default Hugging Face generation settings, one seed; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 5 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-4o | 86.24 | #333 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=mischief-culture-image-to-caption-matching · How It Works · Data refreshed daily, snapshot 2026-10-11.