Crop Management Optimization on Florida Case 5 seeds (Evaluation)
1,481.56Score MeanLLaMA-PPO-RND
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LLaMA-PPO-RNDCategory=Proposed2026.05 | 1,481.56 | 12,448.85 | 62.24 | |
| BERT-DQNCategory=SOTA2026.05 | 1,455.13 | 11,480.85 | 53.46 | |
| LLaMA-PPO-MCTSCategory=Ablation2026.05 | 1,287.1 | 10,637.13 | 49.57 | |
| Standard DQNCategory=Baseline2026.05 | 1,282.63 | 10,938.39 | 44.44 | |
| LLaMA-DQNCategory=Ablation2026.05 | 1,235.35 | 8,899.84 | 48 | |
| Standard PPOCategory=Baseline2026.05 | 1,234 | 10,691.27 | 39.99 | |
| Additive RND-PPOCategory=Baseline2026.05 | 1,178.84 | 9,637.36 | 38.64 | |
| LLaMA-PPOCategory=Ablation2026.05 | 1,120.49 | 9,195.48 | 41.23 | |
| Fixed ManagementCategory=Empirical2026.05 | 984 | 10,772 | — |