ArtECulture - Arabic: leaderboard

Prediction of the emotion an artwork evokes in the Arabic-speaking culture in ArtECulture (2026), zero-shot. Accuracy in percent, higher is better.

Metric: Accuracy (%; Arabic-speaking culture labels; zero-shot prediction of the majority emotion (nine categories) that the target culture perceives in each of the 679 test artworks; original models without the authors retrieval knowledge or fine-tuning). Source: arxiv.org. Saturation forecast: Around 2033. 16 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.5 27B41.53#358
2Qwen 3.6 35B A3B39.76#461
3Gemini 3.5 Flash39.62#98
4Gemini 3 Flash39.18#159
5Gemma 4 31B (IT)38.44#343
6Qwen 3.6 27B38#339
7Claude Sonnet 4.635.94#158
8Claude Opus 4.833.04#56
9GPT-5.531.96#48
10Qwen 3.5 9B31.22#803
11Gemma 3 12B (IT)28.13#1849
12Pixtral-12B27.69#2493

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

Interactive version: theaggregate.ai/benchmark?slug=arteculture-arabic · How It Works · Data refreshed daily, snapshot 2026-11-12.