Game Playing on Atari 12 unseen games
1,125AirRaidGemini-2.5
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gemini-2.5mode=Pretrained2025.11 | 1,125 | 2,000 | 550 | 1,280 | 0 | 0 | 0 | -2 | 0 | 1 | 160 | -6,663 | — | |
| MCTRmode=Fine-tuned, MCT-RL=Enabled, Meta-reasoning=Enabled2025.11 | 475 | 12,000 | 1,100 | 2,660 | 5,600 | 23 | 650 | -12 | 2,170 | 5 | 660 | -20,334 | — | |
| MCTR w/o MRmode=Fine-tuned, MCT-RL=Enabled, Meta-reasoning=Disabled2025.11 | 200 | 0 | 150 | 500 | 1,000 | 23 | 240 | -16 | 70 | 5 | 40 | -30,057 | — | |
| DeepSeek-VL2mode=Pretrained2025.11 | 175 | 2,000 | 350 | 740 | 0 | 1 | 140 | -6 | 740 | 4 | 0 | -6,656 | — | |
| GPT-4omode=Pretrained2025.11 | 150 | 0 | 450 | 960 | 0 | 5 | 0 | -2 | 0 | 0 | 0 | -6,663 | — | |
| MCTR w/o RL&MRmode=Fine-tuned, MCT-RL=Disabled, Meta-reasoning=Disabled2025.11 | 125 | 5,000 | 650 | 600 | 1,100 | 17 | 310 | -11 | 1,720 | 5 | 20 | -20,074 | — | |
| MCTR w/o RLmode=Fine-tuned, MCT-RL=Disabled, Meta-reasoning=Enabled2025.11 | 75 | 6,000 | 1,000 | 360 | 1,800 | 22 | 430 | -8 | 1,630 | 3 | 80 | -29,452 | — | |
| Qwen2.5-VL-7Bmode=Pretrained2025.11 | 0 | 0 | 750 | 20 | 0 | 0 | 0 | -2 | 590 | 2 | 0 | -6,663 | — |