Grid World Navigation on FrozenLake (Source)
67.5ScoreMemoryBank + GLOVE
Evaluation Results
| Method | Links | |
|---|---|---|
| MemoryBank + GLOVELLM Backbone=GPT-4o, Base Agent=MemoryBank2026.01 | 67.5 | |
| VoyagerLLM Backbone=GPT-4o2026.01 | 67.5 | |
| MemoryBankLLM Backbone=GPT-4o2026.01 | 62.5 | |
| Generative AgentLLM Backbone=GPT-4o2026.01 | 62.5 | |
| Generative Agent + GLOVELLM Backbone=GPT-4o, Base Agent=Generative Agent2026.01 | 62.5 | |
| VoyagerLLM=Grok-32026.01 | 62.5 | |
| Generative Agent +GLOVELLM=Grok-3, Augmentation=GLOVE2026.01 | 57.5 | |
| VanillaBackbone=DeepSeek-V3.22026.01 | 52.5 | |
| Vanilla + GLOVEBackbone=DeepSeek-V3.22026.01 | 50 | |
| VanillaLLM Backbone=GPT-4o2026.01 | 47.5 | |
| Voyager + GLOVELLM Backbone=GPT-4o, Base Agent=Voyager2026.01 | 40 | |
| Vanilla + GLOVELLM Backbone=GPT-4o, Base Agent=Vanilla2026.01 | 35 | |
| Generative AgentLLM=Grok-32026.01 | 35 | |
| Voyager + GLOVEBackbone=DeepSeek-V3.22026.01 | 30 | |
| VanillaLLM=Grok-32026.01 | 30 | |
| Vanilla +GLOVELLM=Grok-3, Augmentation=GLOVE2026.01 | 30 | |
| Voyager +GLOVELLM=Grok-3, Augmentation=GLOVE2026.01 | 27.5 | |
| VoyagerBackbone=DeepSeek-V3.22026.01 | 22.5 | |
| Generative AgentBackbone=DeepSeek-V3.22026.01 | 22.5 | |
| Generative Agent + GLOVEBackbone=DeepSeek-V3.22026.01 | 20 | |
| MemoryBank +GLOVELLM=Grok-3, Augmentation=GLOVE2026.01 | 20 | |
| VoyagerBackbone=Llama3.1-8B2026.01 | 20 | |
| Generative Agent + GLOVEBackbone=Llama3.1-8B2026.01 | 17.5 | |
| MemoryBankLLM=Grok-32026.01 | 15 | |
| Voyager + GLOVEBackbone=Llama3.1-8B2026.01 | 15 | |
| Generative AgentBackbone=Llama3.1-8B2026.01 | 15 | |
| Vanilla + GLOVEBackbone=Llama3.1-8B2026.01 | 12.5 | |
| MemoryBankBackbone=DeepSeek-V3.22026.01 | 10 | |
| MemoryBank + GLOVEBackbone=DeepSeek-V3.22026.01 | 10 | |
| VanillaBackbone=Llama3.1-8B2026.01 | 10 | |
| MemoryBankBackbone=Llama3.1-8B2026.01 | 7.5 | |
| MemoryBank + GLOVEBackbone=Llama3.1-8B2026.01 | 5 | |
| No Memory (Plain)Backbone=DeepSeek-V3.22026.01 | 0 | |
| No Memory (Plain)LLM Backbone=GPT-4o2026.01 | 0 | |
| No Memory (Plain)LLM=Grok-32026.01 | 0 | |
| No Memory (Plain)Backbone=Llama3.1-8B2026.01 | 0 |