Atari Game Playing on Atari 33 seen games
10,160Game Score: AlienMCTR w/o RL&MR
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MCTR w/o RL&MRmode=Fine-tuned, MCT-RL=Disabled, Meta-reasoning=Disabled2025.11 | 10,160 | 988 | 399 | 6,100 | 51,600 | 30 | 176 | 86 | -882 | 50 | 8,700 | 40 | -6 | 0 | -123 | 900 | 28,625 | -53,800 | 2,000 | 2,170 | 0 | 240 | -67 | 6,850 | 8,320 | 42,500 | 100 | 1,200 | 2,100 | 2 | 7,290 | 4,100 | 0 | — | |
| DeepSeek-VL2mode=Pretrained, task-specific fine-tuning=false2025.11 | 490 | 16 | 21 | 350 | 4,000 | 0 | 528 | 3 | -29 | 11 | 1,100 | 295 | -12 | 0 | -46 | 0 | 0 | -11,700 | 0 | 0 | 0 | 80 | -26 | 200 | 960 | 1,400 | 345 | 300 | 600 | 0 | 590 | 200 | 0 | — | |
| GPT-4omode=Pretrained, task-specific fine-tuning=false2025.11 | 30 | 1 | 42 | 500 | 0 | 0 | 0 | 0 | -12 | 11 | 0 | 0 | -12 | 0 | -54 | 20 | 0 | -52,700 | 0 | 280 | 0 | 240 | -23 | 0 | 0 | 0 | 0 | 0 | 400 | 0 | 580 | 0 | 0 | — | |
| Gemini-2.5mode=Pretrained, task-specific fine-tuning=false2025.11 | 0 | 0 | 42 | 850 | 0 | 0 | 0 | 12 | -14 | 2 | 300 | 0 | -2 | 0 | -54 | 0 | 150 | -20,200 | 0 | 40 | 0 | 220 | -27 | 0 | 120 | 0 | 0 | 300 | 400 | 0 | 400 | 0 | 0 | — | |
| Qwen2.5-VL-7Bmode=Pretrained, task-specific fine-tuning=false2025.11 | 0 | 30 | 189 | 550 | 0 | 0 | 176 | 12 | -19 | 7 | 800 | 60 | -2 | 0 | -54 | 20 | 0 | -78,300 | 0 | 0 | 0 | 200 | -27 | 0 | 3,430 | 0 | 525 | 0 | 400 | 1 | 0 | 1,000 | 0 | — |