Physical Reasoning on GameBench 1.0 (test)
56.1AVG ScoreGPT-4o
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GPT-4oProvider=OpenAI, Release Year=20242026.01 | 56.1 | 55.4 | 48.9 | 60.3 | 67.3 | 55.3 | |
| Gemini-1.5-proTeam=Google, Release Year=20242026.01 | 55.2 | 55 | 49.6 | 58.7 | 63.3 | 51.1 | |
| Claude3.5-SonnetProvider=Anthropic, Release Year=20242026.01 | 54.3 | 53.7 | 49.6 | 54.5 | 71.4 | 55.3 | |
| Qwen-VL-MaxModel Type=Proprietary2026.01 | 50.9 | 46.8 | 52.6 | 55 | 69.4 | 51.1 | |
| Gemini-1.5-pro-flashTeam=Google, Release Year=20242026.01 | 48.5 | 50.4 | 41.4 | 50.3 | 49 | 42.6 | |
| Qwen2.5-VL-7B (w/ PhysGame)Author=Bai et al., Release Year=2025, PhysGame-tuning=true2026.01 | 48.1 | 51.5 | 42.1 | 48.1 | 34.7 | 44.7 | |
| InternVL2.5-8B (w/ PhysGame)Author=Chen et al., Release Year=2024c, PhysGame-tuning=true2026.01 | 48 | 44.4 | 43.6 | 56.6 | 67.3 | 40.4 | |
| LLaVA-OneVision2026.01 | 47.7 | 46.3 | 48.1 | 49.2 | 59.2 | 42.6 | |
| Claude3.5-SonnetV2Provider=Anthropic, Release Year=20242026.01 | 47.6 | 47 | 42.1 | 51.9 | 53.1 | 46.8 | |
| GPT-4VAuthor=Achiam et al., Release Year=20232026.01 | 45.9 | 45.9 | 43.6 | 43.9 | 53.1 | 53.2 | |
| Qwen2.5-VL-7BAuthor=Bai et al., Release Year=2025, PhysGame-tuning=false2026.01 | 44.4 | 46.5 | 40.6 | 46 | 34.7 | 38.3 | |
| Qwen2-VL-7B (w/ PhysGame)Author=Wang et al., Release Year=2024a, PhysGame-tuning=true2026.01 | 43.8 | 45.5 | 47.4 | 48.7 | 40.8 | 36.2 | |
| GPT-4o-miniProvider=OpenAI, Release Year=20242026.01 | 40.3 | 40.7 | 39.1 | 41.3 | 36.7 | 40.4 | |
| InternVL2.5-8BAuthor=Chen et al., Release Year=2024c, PhysGame-tuning=false2026.01 | 38.6 | 35.9 | 33.1 | 43.4 | 59.2 | 40.4 | |
| PPLLaVA2026.01 | 38.4 | 37.7 | 38.3 | 36 | 51 | 42.6 | |
| Qwen2-VL-7BAuthor=Wang et al., Release Year=2024a, PhysGame-tuning=false2026.01 | 37.5 | 35.5 | 34.6 | 37 | 34.7 | 34 | |
| VideoChat22026.01 | 34.3 | 33.1 | 31.6 | 37 | 44.9 | 31.9 | |
| InternVL2Author=Chen et al., Release Year=2024c2026.01 | 33.4 | 34.2 | 37.6 | 29.1 | 30.6 | 34 | |
| ST-LLM2026.01 | 32.8 | 30.3 | 30.8 | 38.6 | 49 | 23.4 | |
| LLaVA-Next-VideoAuthor=Liu et al., Release Year=2024b2026.01 | 32.2 | 31.8 | 25.6 | 37 | 42.9 | 23.4 | |
| Chat-UniViAuthor=Jin et al., Release Year=20242026.01 | 29.5 | 30.7 | 30.1 | 30.7 | 20.4 | 21.3 | |
| Video-LLaVAAuthor=Lin et al., Release Year=20232026.01 | 29 | 29.2 | 28.6 | 31.2 | 30.6 | 17 |