Tabular Classification on IO
80.2AccuracyTabII
Evaluation results
| Method | Links | |
|---|---|---|
| TabII2026.01 | 80.2 | |
| CatBoostInference Columns=Train set only2026.01 | 79 | |
| ResNetInference Columns=Train set only2026.01 | 78.6 | |
| XGBoostInference Columns=Train set only2026.01 | 78.5 | |
| MLPInference Columns=Train set only2026.01 | 77.3 | |
| TabPFN-v2ICL Setup=add test without label2026.01 | 74.5 | |
| TabPFN-v2ICL Setup=add test with pseudo label2026.01 | 74.5 | |
| SCARFInference Columns=Train set only2026.01 | 74.4 | |
| FT-TransInference Columns=Train set only2026.01 | 72.2 | |
| TabPFN-v2ICL Setup=with train set only2026.01 | 71.9 | |
| TabNetInference Columns=Train set only2026.01 | 70.5 | |
| LRInference Columns=Train set only2026.01 | 63.7 | |
| TransTabInference Columns=All columns2026.01 | 63.7 | |
| TabLLMModel Type=LLM-assisted2026.01 | 62.8 | |
| MediTabModel Type=LLM-assisted2026.01 | 62.2 | |
| FT-Trans*Inference Columns=All columns, Embedding=Linear2026.01 | 55 |