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Continuous Control on MountainCar Explicit Structural Drift II

100Success Rate (Source)Qwen3-30B
-4235077Jan 27, 2026

Evaluation results

MethodLinks
Qwen3-30BBackbone=Qwen3-30B, GLOVE Augmentation=false2026.01100100——
Qwen3-30B + GLOVEBackbone=Qwen3-30B, GLOVE Augmentation=true2026.01100100——
GPT-4o + GLOVEBackbone=GPT-4o, GLOVE Augmentation=true2026.0110010010—
Grok-3Backbone=Grok-3, GLOVE Augmentation=false2026.01100100——
Grok-3 + GLOVEBackbone=Grok-3, GLOVE Augmentation=true2026.01100100——
GPT-4oBackbone=GPT-4o, GLOVE Augmentation=false2026.0196.290——
Llama3.1-8BBackbone=Llama3.1-8B, GLOVE Augmentation=false2026.0193.865——
Llama3.1-8B + GLOVEBackbone=Llama3.1-8B, GLOVE Augmentation=true2026.0193.868.83.8—
Llama3.3-70BBackbone=Llama3.3-70B, GLOVE Augmentation=false2026.0100——
Llama3.3-70B + GLOVEBackbone=Llama3.3-70B, GLOVE Augmentation=true2026.01000—
Qwen2.5-7BBackbone=Qwen2.5-7B, GLOVE Augmentation=false2026.0100——
Qwen2.5-7B + GLOVEBackbone=Qwen2.5-7B, GLOVE Augmentation=true2026.01000—
DeepSeek-V3.2Backbone=DeepSeek-V3.2, GLOVE Augmentation=false2026.0100——
DeepSeek-V3.2 + GLOVEBackbone=DeepSeek-V3.2, GLOVE Augmentation=true2026.01000—
Generative AgentBackbone=GPT-4o, Agent Architecture=Generative Agent, GLOVE Augmentation=false2026.01———70
GLOVEBackbone=GPT-4o, Agent Architecture=Vanilla, GLOVE Augmentation=true2026.01———100
GLOVEBackbone=GPT-4o, Agent Architecture=MemoryBank, GLOVE Augmentation=true2026.01———100
GLOVEBackbone=GPT-4o, Agent Architecture=Voyager, GLOVE Augmentation=true2026.01———100
GLOVEBackbone=GPT-4o, Agent Architecture=Generative Agent, GLOVE Augmentation=true2026.01———100
MemoryBankBackbone=GPT-4o, Agent Architecture=MemoryBank, GLOVE Augmentation=false2026.01———100
No Memory (Plain)Backbone=GPT-4o, Agent Architecture=Plain, GLOVE Augmentation=false2026.01———55
VanillaBackbone=GPT-4o, Agent Architecture=Vanilla, GLOVE Augmentation=false2026.01———90
VoyagerBackbone=GPT-4o, Agent Architecture=Voyager, GLOVE Augmentation=false2026.01———100