Navigation on FrozenLake Explicit structural drift (Source)
85Success RateVanilla
Evaluation Results
| Method | Links | |
|---|---|---|
| VanillaBackbone=GPT-4o, Agent Architecture=Vanilla, GLOVE Augmentation=false2026.01 | 85 | |
| VoyagerBackbone=GPT-4o, Agent Architecture=Voyager, GLOVE Augmentation=false2026.01 | 85 | |
| GLOVEBackbone=GPT-4o, Agent Architecture=Voyager, GLOVE Augmentation=true2026.01 | 85 | |
| GLOVEBackbone=GPT-4o, Agent Architecture=Vanilla, GLOVE Augmentation=true2026.01 | 80 | |
| MemoryBankBackbone=GPT-4o, Agent Architecture=MemoryBank, GLOVE Augmentation=false2026.01 | 80 | |
| GLOVEBackbone=GPT-4o, Agent Architecture=MemoryBank, GLOVE Augmentation=true2026.01 | 80 | |
| Generative AgentBackbone=GPT-4o, Agent Architecture=Generative Agent, GLOVE Augmentation=false2026.01 | 80 | |
| GLOVEBackbone=GPT-4o, Agent Architecture=Generative Agent, GLOVE Augmentation=true2026.01 | 80 | |
| No Memory (Plain)Backbone=GPT-4o, Agent Architecture=Plain, GLOVE Augmentation=false2026.01 | 0 |