Tabular Classification on DS
69AccuracyTabII
Evaluation results
| Method | Links | |
|---|---|---|
| TabII2026.01 | 69 | |
| TabPFN-v2ICL Setup=add test with pseudo label2026.01 | 60.8 | |
| TabPFN-v2ICL Setup=add test without label2026.01 | 60.5 | |
| TabPFN-v2ICL Setup=with train set only2026.01 | 58.1 | |
| MLPInference Columns=Train set only2026.01 | 58 | |
| FT-TransInference Columns=Train set only2026.01 | 58 | |
| LRInference Columns=Train set only2026.01 | 57.2 | |
| CatBoostInference Columns=Train set only2026.01 | 57.2 | |
| FT-Trans*Inference Columns=All columns, Embedding=Linear2026.01 | 57.2 | |
| TabNetInference Columns=Train set only2026.01 | 56.2 | |
| SCARFInference Columns=Train set only2026.01 | 56 | |
| ResNetInference Columns=Train set only2026.01 | 54.6 | |
| MediTabModel Type=LLM-assisted2026.01 | 54 | |
| TabLLMModel Type=LLM-assisted2026.01 | 53 | |
| TransTabInference Columns=All columns2026.01 | 52.4 | |
| XGBoostInference Columns=Train set only2026.01 | 50.8 |