Hierarchical Planning on Minihack WoD
4,176Token CostLLM + π
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLM + πAgent Architecture=LLM + π2026.01 | 4,176 | — | |
| TheoryCoder-2Ablation Configuration=Full2026.01 | 19,433 | — | |
| TheoryCoder-2Ablation Configuration=TC - C2026.01 | 19,433 | — | |
| TheoryCoder-2Ablation Configuration=TC - P2026.01 | 21,932 | — | |
| LLM + PAgent Architecture=LLM + P2026.01 | 52,434 | — | |
| WorldCoderAgent Architecture=WorldCoder2026.01 | 62,165 | — |