SDGBiasBench - MCQ (No Context): leaderboard

Three-option ordinal questions about Sustainable Development Goal indicators of a place from satellite and street-level imagery, with no structured context, only the images and the question; SDGBiasBench (Lin et al., 2026). Accuracy in percent; higher is better.

Metric: Accuracy (%; three-option ordinal questions on SDG indicators from satellite and street-level imagery, no structured context, image and question only). Source: arxiv.org. Saturation forecast: Estimated already saturated. 13 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 2.5 VL 7B53#1796
2GPT-4o47#741
3InternVL3-8B47#1695
4Gemini 2.0 Flash44#702
5Claude 3.5 Sonnet42#747
6InternVL3-14B40#1184

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

Interactive version: theaggregate.ai/benchmark?slug=sdgbiasbench-mcq-no-context · How It Works · Data refreshed daily, snapshot 2026-11-12.