Tabular Classification on IC
89.2AccuracyTabII
Evaluation Results
| Method | Links | |
|---|---|---|
| TabII2026.01 | 89.2 | |
| XGBoostInference Columns=Train set only2026.01 | 85.5 | |
| CatBoostInference Columns=Train set only2026.01 | 85.5 | |
| MediTabModel Type=LLM-assisted2026.01 | 85.4 | |
| TabPFN-v2ICL Setup=add test without label2026.01 | 84.5 | |
| SCARFInference Columns=Train set only2026.01 | 84.4 | |
| FT-TransInference Columns=Train set only2026.01 | 84.3 | |
| ResNetInference Columns=Train set only2026.01 | 84.2 | |
| MLPInference Columns=Train set only2026.01 | 84.1 | |
| LRInference Columns=Train set only2026.01 | 84 | |
| TabLLMModel Type=LLM-assisted2026.01 | 84 | |
| TabNetInference Columns=Train set only2026.01 | 83.7 | |
| TransTabInference Columns=All columns2026.01 | 83.7 | |
| TabPFN-v2ICL Setup=with train set only2026.01 | 83.6 | |
| TabPFN-v2ICL Setup=add test with pseudo label2026.01 | 83.2 | |
| FT-Trans*Inference Columns=All columns, Embedding=Linear2026.01 | 74.7 |