Game2Real-Bench - Real World - Fine-grained Perception: leaderboard

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

Metric: Task score (%). Source: arxiv.org. Saturation forecast: Around September 2028. 25 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.8 27B67#96
2Gemini 3.1 Pro (Preview)66#56
3Qwen 3.5 4B59#463
4Gemma 4 31B (IT)57#172
5Qwen 3.5 35B A3B57#250
6GPT-5.6 Sol57#18
7Qwen 3.5 27B54#183
8Qwen 3.5 9B51#367
9Claude Opus 4.8 (Thinking)50#38 (Claude Opus 4.8)
10Gemma 4 12B (IT)48#356
11Qwen 3 VL 30B A3B Instruct42#375
12Qwen 3.5 2B41#1109
13Step3 VL 10B34#477
14Qwen 3 VL 8B Instruct33#414

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

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