Planning Time (PT (s)) on MAT2-THOR Vague
13.1Planning Time (s)LLM as a Planner
Evaluation Results
| Method | Links | |
|---|---|---|
| LLM as a PlannerLLM Backbone=GPT-5.22026.03 | 13.1 | |
| LLM+P (PDDL based)LLM Backbone=GPT-5.22026.03 | 25.9 | |
| LaMMA-P (PDDL plan only)LLM Backbone=GPT-5.22026.03 | 64.6 | |
| Scale PlanLLM Backbone=GPT-5.22026.03 | 69.7 | |
| LaMMA-P (LLM corrected)LLM Backbone=GPT-5.22026.03 | 83 |