Game2Real-Bench - Real World - Constraint Reasoning: leaderboard

Game2Real-Bench - Real World - Constraint Reasoning. 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 July 2027. 25 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.6 Sol63.9#18
2Gemini 3.1 Pro (Preview)51.1#56
3Qwen 3.5 35B A3B48.2#250
4Claude Opus 4.8 (Thinking)46.8#38 (Claude Opus 4.8)
5Gemma 4 31B (IT)46.5#172
6Qwen 3.8 27B38.8#96
7Qwen 3.5 27B36.6#183
8Qwen 3.5 4B28.9#463
9Step3 VL 10B26.4#477
10Qwen 3 VL 30B A3B Instruct26.1#375
11Qwen 3 VL 8B Instruct25.5#414
12Qwen 3.5 9B24.3#367
13Gemma 4 12B (IT)22.3#356
14Qwen 3.5 2B16.5#1109

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-constraint-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-16.