Hierarchical Planning on Maze
3,518Token CostLLM + π
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LLM + πAgent Architecture=LLM + π2026.01 | 3,518 | — | |
| TheoryCoder-2Ablation Configuration=Full2026.01 | 19,737 | — | |
| TheoryCoder-2Ablation Configuration=TC - C2026.01 | 21,236 | — | |
| TheoryCoder-2Ablation Configuration=TC - P2026.01 | 23,186 | — | |
| LLM + PAgent Architecture=LLM + P2026.01 | 24,396 | — | |
| WorldCoderAgent Architecture=WorldCoder2026.01 | 56,085 | — |