cash-management on ten-account cash-management (val)
1,024.2RewardRandom
Evaluation Results
| Method | Links | |
|---|---|---|
| RandomCategory=Benchmark, Interface=Flat-MDP2026.06 | 1,024.2 | |
| RandomCategory=Benchmark, Interface=MMDP2026.06 | 885.7 | |
| PPOCategory=RL, Interface=Flat-MDP2026.06 | 677.7 | |
| PPO (Search)Category=RL, Interface=Flat-MDP, Search=true2026.06 | 666.6 | |
| Qwen3-MaxCategory=Direct LLM, Interface=Flat-MDP2026.06 | 640.6 | |
| FGRCategory=Benchmark, Interface=Flat-MDP2026.06 | 624.7 | |
| FGRCategory=Benchmark, Interface=MMDP2026.06 | 592 | |
| PPOCategory=RL, Interface=MMDP2026.06 | 559.1 | |
| PPO (Search)Category=RL, Interface=MMDP, Search=true2026.06 | 473.8 | |
| Qwen3-MaxCategory=Direct LLM, Interface=MMDP2026.06 | 458.2 | |
| AA-PPOCategory=RL, Interface=Flat-MDP2026.06 | 447.3 | |
| GLM-4.7Category=Direct LLM, Interface=Flat-MDP2026.06 | 441.2 | |
| AA-PPOCategory=RL, Interface=MMDP2026.06 | 429.7 | |
| Kimi-K2.5Category=Direct LLM, Interface=Flat-MDP2026.06 | 427.8 | |
| GLM-4.7Category=Direct LLM, Interface=MMDP2026.06 | 364.8 | |
| Kimi-K2.5Category=Direct LLM, Interface=MMDP2026.06 | 361.2 | |
| AA-PPO (Search)Category=RL, Interface=Flat-MDP, Search=true2026.06 | 286.7 | |
| AA-PPO (Search)Category=RL, Interface=MMDP, Search=true2026.06 | 268.6 |