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MMNeedle (10 Images, 4*4 Stitching, Exact Accuracy) — leaderboard

Metric: 10 Images, 4*4 Stitching, Exact Accuracy. Source: huggingface.co. 12 models tracked.

Top models

#ModelScore
1GPT-4o26.9
2Gemini 1.5 Pro6.09
3Claude 3 Opus0.4
4Gemini 1.0 Pro0.4

Interactive version: theaggregate.ai/benchmark?slug=mmneedle-10-images-4-star4-stitching-exact-accuracy · How the rankings work · Data refreshed daily, snapshot 2026-07-22.

Built by Mikhail Doroshenko — AI researcher, co-author of Humanity’s Last Exam. Independent project; no affiliation with any AI lab.