Urban Path Generation on Edin 28 POIs
95TraversabilityCOMPASSLLM
Evaluation Results
| Method | Links | |
|---|---|---|
| COMPASSLLMType=LLM based, Underlying Model=GPT o3 mini2025.10 | 95 | |
| NMLRType=DL2025.10 | 89 | |
| PathGPTType=LLM based, Underlying Model=GPT o3 mini2025.10 | 89 | |
| APEType=LLM based, Underlying Model=GPT 4o2025.10 | 86 | |
| LLM A*Type=LLM based, Underlying Model=GPT 4o2025.10 | 84 | |
| COMPASSLLMType=LLM based, Underlying Model=GPT 4o2025.10 | 84 | |
| ReflexionType=LLM based, Underlying Model=GPT 4o2025.10 | 83 | |
| PathGPTType=LLM based, Underlying Model=GPT 4o2025.10 | 83 | |
| SCType=LLM based, Underlying Model=GPT o3 mini2025.10 | 83 | |
| ReActType=LLM based, Underlying Model=GPT 4o2025.10 | 82 | |
| APEType=LLM based, Underlying Model=GPT o3 mini2025.10 | 80 | |
| LLM A*Type=LLM based, Underlying Model=Llama 3.1 8b2025.10 | 78 | |
| COMPASSLLMType=LLM based, Underlying Model=Llama 3.1 8b2025.10 | 72 | |
| ReflexionType=LLM based, Underlying Model=Llama 3.1 8b2025.10 | 71 | |
| ReActType=LLM based, Underlying Model=GPT o3 mini2025.10 | 69 | |
| PathGPTType=LLM based, Underlying Model=Llama 3.1 8b2025.10 | 60 | |
| ReActType=LLM based, Underlying Model=Llama 3.1 8b2025.10 | 56 | |
| CoTType=LLM based, Underlying Model=GPT o3 mini2025.10 | 56 | |
| LLM A*Type=LLM based, Underlying Model=GPT o3 mini2025.10 | 56 | |
| DirectType=LLM based, Underlying Model=GPT o3 mini2025.10 | 54 | |
| ReflexionType=LLM based, Underlying Model=GPT o3 mini2025.10 | 54 | |
| APEType=LLM based, Underlying Model=Llama 3.1 8b2025.10 | 53 | |
| SCType=LLM based, Underlying Model=GPT 4o2025.10 | 50 | |
| CoTType=LLM based, Underlying Model=GPT 4o2025.10 | 48 | |
| DirectType=LLM based, Underlying Model=GPT 4o2025.10 | 30 | |
| CoTType=LLM based, Underlying Model=Llama 3.1 8b2025.10 | 21 | |
| SCType=LLM based, Underlying Model=Llama 3.1 8b2025.10 | 19 | |
| DirectType=LLM based, Underlying Model=Llama 3.1 8b2025.10 | 12 |