Popular Path Search on Melb
82F1 ScoreCOMPASSLLM
Evaluation results
| Method | Links | |
|---|---|---|
| COMPASSLLMType=LLM based, Base Model=GPT o3 mini2025.10 | 82 | |
| APEType=LLM based, Base Model=GPT o3 mini2025.10 | 81 | |
| SCType=LLM based, Base Model=GPT o3 mini2025.10 | 80 | |
| CoTType=LLM based, Base Model=GPT o3 mini2025.10 | 78 | |
| ReActType=LLM based, Base Model=GPT o3 mini2025.10 | 77 | |
| ReflexionType=LLM based, Base Model=GPT o3 mini2025.10 | 77 | |
| LLM A*Type=LLM based, Base Model=GPT o3 mini2025.10 | 77 | |
| DirectType=LLM based, Base Model=GPT o3 mini2025.10 | 65 | |
| PathGPTType=LLM based, Base Model=Llama 3.1 8b2025.10 | 63 | |
| NMLRType=ML/DL based2025.10 | 60 | |
| PathGPTType=LLM based, Base Model=GPT o3 mini2025.10 | 59 | |
| NASRType=ML/DL based2025.10 | 53 | |
| DeepAltTrip-LSTMType=ML/DL based2025.10 | 52 | |
| CoTType=LLM based, Base Model=GPT 4o2025.10 | 52 | |
| MarkovType=ML/DL based2025.10 | 51 | |
| DeepAltTrip-SampType=ML/DL based2025.10 | 51 | |
| SCType=LLM based, Base Model=GPT 4o2025.10 | 49 | |
| CoTType=LLM based, Base Model=Llama 3.1 8b2025.10 | 47 | |
| ReflexionType=LLM based, Base Model=GPT 4o2025.10 | 46 | |
| SCType=LLM based, Base Model=Llama 3.1 8b2025.10 | 45 | |
| DirectType=LLM based, Base Model=GPT 4o2025.10 | 45 | |
| APEType=LLM based, Base Model=GPT 4o2025.10 | 45 | |
| ReActType=LLM based, Base Model=GPT 4o2025.10 | 45 | |
| COMPASSLLMType=LLM based, Base Model=GPT 4o2025.10 | 45 | |
| ReflexionType=LLM based, Base Model=Llama 3.1 8b2025.10 | 44 | |
| COMPASSLLMType=LLM based, Base Model=Llama 3.1 8b2025.10 | 44 | |
| PathGPTType=LLM based, Base Model=GPT 4o2025.10 | 44 | |
| ReActType=LLM based, Base Model=Llama 3.1 8b2025.10 | 43 | |
| LLM A*Type=LLM based, Base Model=GPT 4o2025.10 | 42 | |
| DirectType=LLM based, Base Model=Llama 3.1 8b2025.10 | 40 | |
| LLM A*Type=LLM based, Base Model=Llama 3.1 8b2025.10 | 40 | |
| APEType=LLM based, Base Model=Llama 3.1 8b2025.10 | 32 |