Mode Choice Prediction on Swissmetro
63.5AccuracyNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NNTraining pipeline=large2023.11 | 63.5 | 63.7 | |
| RFTraining pipeline=large2023.11 | 61.2 | 61.3 | |
| MNLTraining pipeline=large2023.11 | 60.5 | 59.5 | |
| LLM-GPT-3.5Training pipeline=zero-shot2023.11 | 58.6 | 57.2 | |
| LLM-GPT-4Training pipeline=zero-shot2023.11 | 57 | 56.9 | |
| LLM-Llama-3.1 8BTraining pipeline=zero-shot2023.11 | 55.1 | 53.9 | |
| LLM-Llama-3.1 70BTraining pipeline=zero-shot2023.11 | 54 | 53.2 | |
| NN + EmbeddingTraining pipeline=small2023.11 | 53.2 | 52.9 | |
| RF + EmbeddingTraining pipeline=small2023.11 | 50.9 | 49.8 | |
| MNL + EmbeddingTraining pipeline=small2023.11 | 49.4 | 48.6 | |
| MNLTraining pipeline=small2023.11 | 46.9 | 45.7 | |
| NNTraining pipeline=small2023.11 | 46.2 | 45.5 | |
| RFTraining pipeline=small2023.11 | 45.5 | 44.1 |