PuzzleMate - Piece-Slot Compatibility (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 decides whether a candidate piece, shown in the right orientation, fits a missing slot, on photos from a high-resolution GoPro camera. Scored as accuracy in percent on a yes-or-no decision; higher is better.

Metric: Accuracy (%; exact answer; task: binary judgment of whether a candidate piece, shown in the correct orientation, fits the missing slot; three 48-piece jigsaw puzzles photographed from an egocentric viewpoint, GoPro Hero10 camera (high-resolution images)). Source: arxiv.org. Saturation forecast: Around April 2027. 8 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro71#262
2GPT-5.269#172
3Gemma 3 27B64#1638
4Gemma 3 12B63#2013
5Gemma 3 4B57#5104

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-slot-compatibility-gopro · How It Works · Data refreshed daily, snapshot 2026-11-12.