Game2Real-Bench - Toy Game - Fine-grained Perception: leaderboard

Game2Real-Bench - Toy Game - Fine-grained Perception. Main paper zero-shot protocol; separate toy/real populations; real-world F1 where applicable. Reported metric: Accuracy (%). Primary published table, with source configuration boundaries preserved.

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Around April 2028. 25 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.6 Sol53.9#18
2Qwen 3.8 27B37.6#96
3Gemini 3.1 Pro (Preview)36#56
4Qwen 3.5 35B A3B31.5#250
5Qwen 3.5 27B28.6#183
6Qwen 3.5 9B27#367
7Gemma 4 31B (IT)24.2#172
8Claude Opus 4.8 (Thinking)22.5#38 (Claude Opus 4.8)
9Qwen 3.5 4B20.8#463
10Gemma 4 12B (IT)16.9#356
11Qwen 3 VL 8B Instruct13.5#414
12Step3 VL 10B12.9#477
13Qwen 3.5 2B11.8#1109
14Qwen 3 VL 30B A3B Instruct10.7#375

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=game2real-bench-toy-game-fine-grained-perception · How It Works · Data refreshed daily, snapshot 2026-10-16.