Hierarchical Planning on Minihack 5x5
1,115Token CostLLM + π
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LLM + πAgent Architecture=LLM + π2026.01 | 1,115 | — | |
| TheoryCoder-2Ablation Configuration=Full2026.01 | 5,163 | — | |
| TheoryCoder-2Ablation Configuration=TC - C2026.01 | 5,163 | — | |
| TheoryCoder-2Ablation Configuration=TC - P2026.01 | 7,671 | — | |
| WorldCoderAgent Architecture=WorldCoder2026.01 | 8,144 | — | |
| LLM + PAgent Architecture=LLM + P2026.01 | 12,595 | — |