Trip purpose prediction on NHTS
46.3AccuracyNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NNTraining pipeline=large2023.11 | 46.3 | 45.5 | |
| RFTraining pipeline=large2023.11 | 45.9 | 45.1 | |
| MNLTraining pipeline=large2023.11 | 41.8 | 40.1 | |
| LLM-Llama-3.1 70BTraining pipeline=zero-shot2023.11 | 40.8 | 34.3 | |
| LLM-GPT-3.5Training pipeline=zero-shot2023.11 | 40.2 | 35.9 | |
| LLM-GPT-4Training pipeline=zero-shot2023.11 | 40.1 | 38.1 | |
| MNL + EmbeddingTraining pipeline=small2023.11 | 32.7 | 29.9 | |
| LLM-Llama-3.1 8BTraining pipeline=zero-shot2023.11 | 32.2 | 24.3 | |
| MNLTraining pipeline=small2023.11 | 31.3 | 29.4 | |
| RF + EmbeddingTraining pipeline=small2023.11 | 31.1 | 27.8 | |
| NN + EmbeddingTraining pipeline=small2023.11 | 29.6 | 27.5 | |
| NNTraining pipeline=small2023.11 | 26.8 | 21.3 | |
| RFTraining pipeline=small2023.11 | 25 | 10 |