Grid-world Navigation on FrozenLake reward reversal Source
90ScoreVanilla
Evaluation results
| Method | Links | |
|---|---|---|
| VanillaBackbone=Qwen3-30B, Agent Architecture=Vanilla, GLOVE Augmentation=false2026.01 | 90 | |
| MemoryBankBackbone=Qwen3-30B, Agent Architecture=MemoryBank, GLOVE Augmentation=false2026.01 | 90 | |
| Generative AgentBackbone=Qwen3-30B, Agent Architecture=Generative Agent, GLOVE Augmentation=false2026.01 | 90 | |
| Vanilla + GLOVEBackbone=Qwen3-30B, Agent Architecture=Vanilla, GLOVE Augmentation=true2026.01 | 85 | |
| MemoryBank + GLOVEBackbone=Qwen3-30B, Agent Architecture=MemoryBank, GLOVE Augmentation=true2026.01 | 85 | |
| VoyagerBackbone=Qwen3-30B, Agent Architecture=Voyager, GLOVE Augmentation=false2026.01 | 85 | |
| Voyager + GLOVEBackbone=Qwen3-30B, Agent Architecture=Voyager, GLOVE Augmentation=true2026.01 | 85 | |
| Generative Agent + GLOVEBackbone=Qwen3-30B, Agent Architecture=Generative Agent, GLOVE Augmentation=true2026.01 | 85 | |
| VanillaBackbone=Llama3.3-70B, Drift Type=Implicit, Stage=Source2026.01 | 42.5 | |
| Vanilla + GLOVEBackbone=Llama3.3-70B, Drift Type=Implicit, Stage=Source2026.01 | 42.5 | |
| Generative Agent + GLOVEBackbone=Llama3.3-70B, Drift Type=Implicit, Stage=Source2026.01 | 42.5 | |
| VoyagerBackbone=Llama3.3-70B, Drift Type=Implicit, Stage=Source2026.01 | 40 | |
| Voyager + GLOVEBackbone=Llama3.3-70B, Drift Type=Implicit, Stage=Source2026.01 | 40 | |
| Generative AgentBackbone=Llama3.3-70B, Drift Type=Implicit, Stage=Source2026.01 | 40 | |
| MemoryBankBackbone=Llama3.3-70B, Drift Type=Implicit, Stage=Source2026.01 | 35 | |
| MemoryBank + GLOVEBackbone=Llama3.3-70B, Drift Type=Implicit, Stage=Source2026.01 | 35 | |
| No Memory (Plain)Backbone=Llama3.3-70B, Drift Type=Implicit, Stage=Source2026.01 | 0 | |
| No Memory (Plain)Backbone=Qwen3-30B, Agent Architecture=No Memory, GLOVE Augmentation=false2026.01 | 0 |