KidGym - Memory: leaderboard

Metric: Capability score (0-100): 100 times the mean, over the KidGym tasks that measure the capability, of each task's success rate weighted 0.2, 0.3 and 0.5 across difficulty levels 1 to 3 (100 zero-shot rounds per task and level in randomized 2D grid scenes; at each step the model picks one action from a shuffled lettered list); memory is measured by the Selection, Memory Maze, Memory Filling and Memory Decode tasks (recalling items, locations, image parts or item associations that are hidden once the task starts); higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 13 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro70#145
2GPT-567#91
3O367#121
4Gemini 2.5 Flash50#237
5GPT-4o49#333
6Qwen 2.5 VL 72B Instruct47#364
7Qwen 2.5 VL 32B Instruct47#443
8Claude 3.7 Sonnet46#241
9InternVL3-38B34#395
10InternVL3-78B34#345
11Qwen 2.5 VL 7B Instruct16#643
12InternVL3-8B14#606

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=kidgym-memory · How It Works · Data refreshed daily, snapshot 2026-10-11.