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MMNeedle (1 Image, 8*8 Stitching, Exact Accuracy) — leaderboard

Metric: 1 Image, 8*8 Stitching, Exact Accuracy. Source: huggingface.co. 12 models tracked.

Top models

#ModelScore
1Gemini 1.5 Pro29.81
2GPT-4o19
3Gemini 1.0 Pro2.11
4Claude 3 Opus1.6

Interactive version: theaggregate.ai/benchmark?slug=mmneedle-1-image-8-star8-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.