PuzzleMate - Piece Selection (GoPro): leaderboard

A task of PuzzleMate (Dasgupta et al., 2026), an egocentric jigsaw-puzzle benchmark for multimodal assistants built on three 48-piece puzzles: the model picks the piece that fits a missing slot from five candidates marked with numbered boxes, on photos from a high-resolution GoPro camera. Scored as accuracy in percent; higher is better.

Metric: Accuracy (%; exact answer; task: choosing the piece that fits a missing slot among five candidates marked with numbered boxes; three 48-piece jigsaw puzzles photographed from an egocentric viewpoint, GoPro Hero10 camera (high-resolution images)). Source: arxiv.org. Saturation forecast: Around September 2027. 8 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.256#172
2Gemini 2.5 Pro44#262
3Gemma 3 4B34#5104
4Gemma 3 27B30#1638
5Gemma 3 12B30#2013

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

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