Tabular Classification on 53 classification datasets (unseen)
75.42Mean AccuracyPRPO
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PRPOSetting=32-shot2025.10 | 75.42 | 3.55 | |
| TabLLMSetting=32-shot2025.10 | 72.46 | 5.6 | |
| XGBoostSetting=32-shot2025.10 | 72.19 | 5.43 | |
| PRPOSetting=0-shot2025.10 | 70.21 | 5.81 | |
| TabPFNSetting=32-shot2025.10 | 69.74 | 5.23 | |
| TabLLMSetting=16-shot2025.10 | 69.25 | 7.43 | |
| XGBoostSetting=16-shot2025.10 | 66.47 | 7.32 | |
| TabPFNSetting=16-shot2025.10 | 65.27 | 7.26 | |
| TabLLMSetting=4-shot2025.10 | 62.55 | 9.15 | |
| Qwen2.5-32BSetting=0-shot2025.10 | 59.3 | 9.43 | |
| Qwen3-235BSetting=0-shot2025.10 | 58.7 | 9.77 | |
| Qwen2.5-7BSetting=0-shot2025.10 | 58.04 | 10.25 | |
| Qwen3-8BSetting=0-shot2025.10 | 57.65 | 10.09 | |
| Qwen3-32BSetting=0-shot2025.10 | 55.99 | 10.79 | |
| XGBoostSetting=4-shot2025.10 | 55.46 | 10.36 | |
| DS-0528Setting=0-shot2025.10 | 55.19 | 11.06 | |
| TabPFNSetting=4-shot2025.10 | 53.53 | 12.42 | |
| DS-R1Setting=0-shot2025.10 | 53.13 | 10.89 |