Hierarchical Planning on Sokoban
2,608Token CostLLM + π
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LLM + πAgent Architecture=LLM + π2026.01 | 2,608 | — | |
| TheoryCoder-2Ablation Configuration=Full2026.01 | 7,171 | — | |
| TheoryCoder-2Ablation Configuration=TC - C2026.01 | 8,441 | — | |
| TheoryCoder-2Ablation Configuration=TC - P2026.01 | 10,373 | — | |
| WorldCoderAgent Architecture=WorldCoder2026.01 | 19,684 | — | |
| LLM + PAgent Architecture=LLM + P2026.01 | 25,919 | — |