Economic decision-making on real-data–calibrated environment S1: Economic Stability
8.52Average RewardLAMP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LAMPCategory=Ours2025.11 | 8.52 | 2,560 | 230,000 | 313,000 | |
| Rule-BasedCategory=Conventional2025.11 | 7.6 | 2,280 | 319,000 | 568,000 | |
| ReActCategory=LLM-based2025.11 | 7.44 | 2,230 | 621,000 | 1,020,000 | |
| CoTCategory=LLM-based2025.11 | 6.75 | 2,030 | 435,000 | 1,030,000 | |
| ReflexionCategory=LLM-based2025.11 | 6.59 | 1,980 | 350,000 | 1,030,000 | |
| RandomCategory=Conventional2025.11 | 6.53 | 1,960 | 145,000 | 484,000 | |
| LLM-OnlyCategory=LLM-based2025.11 | 6.35 | 1,900 | 306,000 | 1,030,000 | |
| MADDPGCategory=Conventional2025.11 | 5.21 | 1,170 | 532,000 | 782,000 |