Game2Real-Bench - Real World - Sequential Planning: leaderboard

Game2Real-Bench - Real World - Sequential Planning. 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 January 2027. 25 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview)73#56
2Qwen 3.8 27B72#96
3GPT-5.6 Sol68#18
4Qwen 3.5 35B A3B67#250
5Qwen 3.5 27B63#183
6Claude Opus 4.8 (Thinking)61#38 (Claude Opus 4.8)
7Qwen 3.5 9B54#367
8Qwen 3.5 4B54#463
9Gemma 4 31B (IT)50#172
10Qwen 3.5 2B47#1109
11Qwen 3 VL 30B A3B Instruct46#375
12Step3 VL 10B41#477
13Qwen 3 VL 8B Instruct33#414
14Gemma 4 12B (IT)24#356

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-sequential-planning · How It Works · Data refreshed daily, snapshot 2026-10-16.