PuzzleMate - Piece Selection with Natural Language Reference (GoPro): leaderboard

Metric: Accuracy (%; correct as judged by human annotators for clarity and spatial accuracy; task: naming the piece that fits a missing slot among five unmarked candidates in a natural-language reference of at most 35 tokens; three 48-piece jigsaw puzzles photographed from an egocentric viewpoint, GoPro Hero10 camera (high-resolution images)). Source: arxiv.org. Saturation forecast: Around 2030. 8 models tracked.

Top models

#ModelScore
1GPT-5.256
2Gemini 2.5 Pro54
3Gemma 3 27B46
4Gemma 3 12B44
5Gemma 3 4B42

Interactive version: theaggregate.ai/benchmark?slug=puzzlemate-piece-selection-with-natural-language-reference-gopro · How It Works · Data refreshed daily, snapshot 2026-09-26.