Atari Game Playing on Atari Assault ALE (online)
84Task Outcome ScoreMind-Studio
Evaluation results
| Method | Links | |
|---|---|---|
| Mind-StudioPlanner=Qwen3-Coder-480B, Lookahead source=Mind-Studio (ours)2026.06 | 84 | |
| Mind-StudioPlanner=Llama-4-Scout-17B, Lookahead source=Mind-Studio (ours)2026.06 | 84 | |
| LLM-as-WMPlanner=Qwen3-Coder-480B, Lookahead source=LLM-as-WM2026.06 | 63 | |
| Mind-StudioPlanner=Claude-4-Sonnet, Lookahead source=Mind-Studio (ours)2026.06 | 63 | |
| PoE-WorldPlanner=Qwen3-Coder-480B, Lookahead source=PoE-World2026.06 | 42 | |
| Mind-StudioPlanner=DeepSeek-V4-Flash, Lookahead source=Mind-Studio (ours)2026.06 | 42 | |
| Mind-StudioPlanner=Gemini-2.5-Flash, Lookahead source=Mind-Studio (ours)2026.06 | 42 | |
| REALPlanner=Qwen3-Coder-480B, Lookahead source=REAL (reference)2026.06 | 21 |