Tabular Classification on Travel (test)
0.7018F1 ScoreGradient Boosting (GB)
Evaluation Results
| Method | Links | |
|---|---|---|
| Gradient Boosting (GB)Data Source=+Ours (EPIC)2024.04 | 0.7018 | |
| XGBoostData Source=+Ours (EPIC)2024.04 | 0.6774 | |
| CatBoostData Source=+Ours (EPIC)2024.04 | 0.6441 | |
| LightGBMData Source=+Ours (EPIC)2024.04 | 0.6429 | |
| XGBoostData Source=+GReaT2024.04 | 0.64 | |
| LightGBMData Source=+GReaT2024.04 | 0.625 | |
| TabRData Source=+Ours (EPIC)2024.04 | 0.6078 | |
| LightGBMData Source=Original2024.04 | 0.6 | |
| Gradient Boosting (GB)Data Source=Original2024.04 | 0.6 | |
| Gradient Boosting (GB)Data Source=+GReaT2024.04 | 0.5957 | |
| TabPFNData Source=+Ours (EPIC)2024.04 | 0.5926 | |
| Gradient Boosting (GB)Data Source=+TabDDPM2024.04 | 0.5833 | |
| CatBoostData Source=+GReaT2024.04 | 0.5773 | |
| CatBoostData Source=Original2024.04 | 0.5714 | |
| TabPFNData Source=Original2024.04 | 0.56 | |
| XGBoostData Source=Original2024.04 | 0.5532 | |
| LightGBMData Source=+TabDDPM2024.04 | 0.5532 | |
| TabPFNData Source=+TabDDPM2024.04 | 0.5532 | |
| TabPFNData Source=+GReaT2024.04 | 0.5306 | |
| XGBoostData Source=+TabDDPM2024.04 | 0.5106 | |
| CatBoostData Source=+TabDDPM2024.04 | 0.4809 | |
| TabRData Source=Original2024.04 | 0.4641 | |
| TabRData Source=+TabDDPM2024.04 | 0.4488 | |
| TabRData Source=+GReaT2024.04 | 0.3241 | |
| T-TableData Source=+Ours (EPIC), LLM backbone=GPT-3.5-turbo, Voting Inferences=52024.04 | 0.3043 | |
| T-TableData Source=Original, LLM backbone=GPT-3.5-turbo, Voting Inferences=52024.04 | 0.2162 | |
| T-TableData Source=+GReaT, LLM backbone=GPT-3.5-turbo, Voting Inferences=52024.04 | 0.1765 | |
| T-TableData Source=+TabDDPM, LLM backbone=GPT-3.5-turbo, Voting Inferences=52024.04 | 0.1053 |