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MMNeedle (1 Image, 4*4 Stitching, Exact Accuracy) — leaderboard

Metric: 1 Image, 4*4 Stitching, Exact Accuracy. Source: huggingface.co. 12 models tracked.

Top models

#ModelScore
1GPT-4o83
2Gemini 1.5 Pro39.85
3Gemini 1.0 Pro24.78
4Claude 3 Opus12.3

Interactive version: theaggregate.ai/benchmark?slug=mmneedle-1-image-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.