Continuous Control on MountainCar Source
100Success RateNo Memory (Plain)
Evaluation results
| Method | Links | |
|---|---|---|
| No Memory (Plain)Backbone=Qwen3-30B2026.01 | 100 | |
| VanillaBackbone=Qwen3-30B2026.01 | 100 | |
| Vanilla + GLOVEBackbone=Qwen3-30B2026.01 | 100 | |
| MemoryBankBackbone=Qwen3-30B2026.01 | 100 | |
| MemoryBank + GLOVEBackbone=Qwen3-30B2026.01 | 100 | |
| VoyagerBackbone=Qwen3-30B2026.01 | 100 | |
| Voyager + GLOVEBackbone=Qwen3-30B2026.01 | 100 | |
| Generative AgentBackbone=Qwen3-30B2026.01 | 100 | |
| Generative Agent + GLOVEBackbone=Qwen3-30B2026.01 | 100 | |
| VanillaBackbone=GPT-4o, Agent Architecture=Vanilla, GLOVE Augmentation=false2026.01 | 100 | |
| GLOVEBackbone=GPT-4o, Agent Architecture=Vanilla, GLOVE Augmentation=true2026.01 | 100 | |
| VoyagerBackbone=GPT-4o, Agent Architecture=Voyager, GLOVE Augmentation=false2026.01 | 100 | |
| GLOVEBackbone=GPT-4o, Agent Architecture=Voyager, GLOVE Augmentation=true2026.01 | 100 | |
| Generative AgentBackbone=GPT-4o, Agent Architecture=Generative Agent, GLOVE Augmentation=false2026.01 | 100 | |
| MemoryBankBackbone=GPT-4o, Agent Architecture=MemoryBank, GLOVE Augmentation=false2026.01 | 95 | |
| GLOVEBackbone=GPT-4o, Agent Architecture=MemoryBank, GLOVE Augmentation=true2026.01 | 95 | |
| GLOVEBackbone=GPT-4o, Agent Architecture=Generative Agent, GLOVE Augmentation=true2026.01 | 95 | |
| No Memory (Plain)Backbone=GPT-4o, Agent Architecture=Plain, GLOVE Augmentation=false2026.01 | 85 | |
| No Memory (Plain)LLM Backbone=Llama3.3-70B2026.01 | 0 | |
| VanillaLLM Backbone=Llama3.3-70B2026.01 | 0 | |
| Vanilla + GLOVELLM Backbone=Llama3.3-70B2026.01 | 0 | |
| MemoryBankLLM Backbone=Llama3.3-70B2026.01 | 0 | |
| MemoryBank + GLOVELLM Backbone=Llama3.3-70B2026.01 | 0 | |
| VoyagerLLM Backbone=Llama3.3-70B2026.01 | 0 | |
| Voyager + GLOVELLM Backbone=Llama3.3-70B2026.01 | 0 | |
| Generative AgentLLM Backbone=Llama3.3-70B2026.01 | 0 | |
| Generative Agent + GLOVELLM Backbone=Llama3.3-70B2026.01 | 0 |