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ResearchFormerly WizWand

Tabular Classification on Travel (test)

0.7018F1 ScoreGradient Boosting (GB)
0.081440.2424950.403550.564605Apr 15, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Gradient Boosting (GB)Data Source=+Ours (EPIC)2024.040.7018
XGBoostData Source=+Ours (EPIC)2024.040.6774
CatBoostData Source=+Ours (EPIC)2024.040.6441
LightGBMData Source=+Ours (EPIC)2024.040.6429
XGBoostData Source=+GReaT2024.040.64
LightGBMData Source=+GReaT2024.040.625
TabRData Source=+Ours (EPIC)2024.040.6078
LightGBMData Source=Original2024.040.6
Gradient Boosting (GB)Data Source=Original2024.040.6
Gradient Boosting (GB)Data Source=+GReaT2024.040.5957
TabPFNData Source=+Ours (EPIC)2024.040.5926
Gradient Boosting (GB)Data Source=+TabDDPM2024.040.5833
CatBoostData Source=+GReaT2024.040.5773
CatBoostData Source=Original2024.040.5714
TabPFNData Source=Original2024.040.56
XGBoostData Source=Original2024.040.5532
LightGBMData Source=+TabDDPM2024.040.5532
TabPFNData Source=+TabDDPM2024.040.5532
TabPFNData Source=+GReaT2024.040.5306
XGBoostData Source=+TabDDPM2024.040.5106
CatBoostData Source=+TabDDPM2024.040.4809
TabRData Source=Original2024.040.4641
TabRData Source=+TabDDPM2024.040.4488
TabRData Source=+GReaT2024.040.3241
T-TableData Source=+Ours (EPIC), LLM backbone=GPT-3.5-turbo, Voting Inferences=52024.040.3043
T-TableData Source=Original, LLM backbone=GPT-3.5-turbo, Voting Inferences=52024.040.2162
T-TableData Source=+GReaT, LLM backbone=GPT-3.5-turbo, Voting Inferences=52024.040.1765
T-TableData Source=+TabDDPM, LLM backbone=GPT-3.5-turbo, Voting Inferences=52024.040.1053