Tabular Classification on 75 Tabular Classification Datasets (test)
74.33AccuracyTabSieve
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TabSievesize=8B, shots=322026.02 | 74.33 | — | 5.31 | |
| TabPFNsize=-, shots=322026.02 | 73.67 | — | 7.62 | |
| CatBoostsize=-, shots=322026.02 | 72.64 | — | 8.54 | |
| FT-Transformersize=-, shots=322026.02 | 71.45 | — | 7.92 | |
| TabSievesize=8B, shots=162026.02 | 70.98 | — | 5.31 | |
| Qwen2.5-72B-Instructsize=72B, shots=322026.02 | 70.87 | — | 5.91 | |
| Qwen3-32Bsize=32B, shots=322026.02 | 70.67 | — | 6.19 | |
| DeepSeek-R1-Distill-Llama-70Bsize=70B, shots=322026.02 | 69.62 | — | 6.64 | |
| TabSievesize=8B, shots=82026.02 | 69.32 | — | 5.31 | |
| TabPFNsize=-, shots=162026.02 | 69.28 | — | 7.62 | |
| GLM-4-32B-0414size=32B, shots=322026.02 | 68.99 | — | 6.78 | |
| Qwen2.5-72B-Instructsize=72B, shots=162026.02 | 68.98 | — | 5.91 | |
| FT-Transformersize=-, shots=162026.02 | 68.6 | — | 7.92 | |
| GLM-4-32B-0414size=32B, shots=162026.02 | 68.21 | — | 6.78 | |
| Qwen3-32Bsize=32B, shots=162026.02 | 68.01 | — | 6.19 | |
| Qwen2.5-72B-Instructsize=72B, shots=82026.02 | 67.95 | — | 5.91 | |
| DeepSeek-R1-Distill-Llama-70Bsize=70B, shots=82026.02 | 67.39 | — | 6.64 | |
| QwQ-32Bsize=32B, shots=322026.02 | 67.07 | — | 8.1 | |
| GLM-4-32B-0414size=32B, shots=82026.02 | 66.45 | — | 6.78 | |
| DeepSeek-R1-Distill-Llama-70Bsize=70B, shots=162026.02 | 66.06 | — | 6.64 | |
| CatBoostsize=-, shots=162026.02 | 65.88 | — | 8.54 | |
| Qwen3-32Bsize=32B, shots=82026.02 | 65.84 | — | 6.19 | |
| TabSievesize=8B, shots=42026.02 | 65.77 | — | 5.31 | |
| Qwen3-8Bsize=8B, shots=322026.02 | 65.67 | — | 9.1 | |
| QwQ-32Bsize=32B, shots=162026.02 | 65.62 | — | 8.1 | |
| GPT-OSS-20Bsize=20B, shots=322026.02 | 65.59 | — | 8.08 | |
| DeepSeek-R1-Distill-Llama-70Bsize=70B, shots=42026.02 | 65.52 | — | 6.64 | |
| GPT-OSS-20Bsize=20B, shots=162026.02 | 65.17 | — | 8.08 | |
| QwQ-32Bsize=32B, shots=42026.02 | 64.11 | — | 8.1 | |
| GLM-4-32B-0414size=32B, shots=42026.02 | 63.73 | — | 6.78 | |
| Qwen2.5-72B-Instructsize=72B, shots=42026.02 | 63.67 | — | 5.91 | |
| GPT-OSS-20Bsize=20B, shots=82026.02 | 63.53 | — | 8.08 | |
| LRsize=-, shots=322026.02 | 63.38 | — | 9.28 | |
| GPT-OSS-20Bsize=20B, shots=42026.02 | 63.14 | — | 8.08 | |
| Qwen3-8Bsize=8B, shots=162026.02 | 63.01 | — | 9.1 | |
| XGBoostsize=-, shots=322026.02 | 62.98 | — | 10.18 | |
| QwQ-32Bsize=32B, shots=82026.02 | 62.46 | — | 8.1 | |
| LRsize=-, shots=162026.02 | 61.94 | — | 9.28 | |
| Qwen3-8Bsize=8B, shots=82026.02 | 60.91 | — | 9.1 | |
| Qwen3-32Bsize=32B, shots=42026.02 | 60.74 | — | 6.19 | |
| TabPFNsize=-, shots=82026.02 | 60.7 | — | 7.62 | |
| FT-Transformersize=-, shots=82026.02 | 59.74 | — | 7.92 | |
| Qwen3-8Bsize=8B, shots=42026.02 | 58.77 | — | 9.1 | |
| XGBoostsize=-, shots=162026.02 | 58.38 | — | 10.18 | |
| Mistral-7B-Instruct-v0.3size=7B, shots=42026.02 | 57.18 | — | 10.23 | |
| CatBoostsize=-, shots=82026.02 | 56.42 | — | 8.54 | |
| LRsize=-, shots=82026.02 | 56.11 | — | 9.28 | |
| Mistral-7B-Instruct-v0.3size=7B, shots=82026.02 | 55.78 | — | 10.23 | |
| TabSievesize=8B, shots=02026.02 | 54.63 | 5.25 | — | |
| Mistral-7B-Instruct-v0.3size=7B, shots=162026.02 | 54.37 | — | 10.23 | |
| FT-Transformersize=-, shots=42026.02 | 54.31 | — | 7.92 | |
| Qwen2.5-72B-Instructsize=72B, shots=02026.02 | 54.07 | 5.29 | — | |
| GLM-4-32B-0414size=32B, shots=02026.02 | 54.06 | 5.52 | — | |
| STUNTsize=-, shots=322026.02 | 53.96 | — | 12 | |
| Mistral-7B-Instruct-v0.3size=7B, shots=322026.02 | 53.82 | — | 10.23 | |
| GPT-OSS-20Bsize=20B, shots=02026.02 | 53.05 | 5.73 | — | |
| TabPFNsize=-, shots=42026.02 | 52.68 | — | 7.62 | |
| QwQ-32Bsize=32B, shots=02026.02 | 52.07 | 5.84 | — | |
| XGBoostsize=-, shots=82026.02 | 51.79 | — | 10.18 | |
| STUNTsize=-, shots=162026.02 | 51.72 | — | 12 | |
| STUNTsize=-, shots=82026.02 | 51.44 | — | 12 | |
| LRsize=-, shots=42026.02 | 51.39 | — | 9.28 | |
| CatBoostsize=-, shots=42026.02 | 51.25 | — | 8.54 | |
| Qwen3-32Bsize=32B, shots=02026.02 | 51.18 | 5.61 | — | |
| DeepSeek-R1-Distill-Llama-70Bsize=70B, shots=02026.02 | 51.04 | 5.67 | — | |
| XGBoostsize=-, shots=42026.02 | 49.93 | — | 10.18 | |
| Llama-3.1-8B-Instructsize=8B, shots=82026.02 | 48.88 | — | 13.09 | |
| Qwen3-8Bsize=8B, shots=02026.02 | 48.18 | 7.19 | — | |
| Llama-3.1-8B-Instructsize=8B, shots=162026.02 | 48.02 | — | 13.09 | |
| TableGP2-7Bsize=7B, shots=322026.02 | 47.93 | — | 13.71 | |
| Llama-3.1-8B-Instructsize=8B, shots=322026.02 | 47.5 | — | 13.09 | |
| STUNTsize=-, shots=42026.02 | 47.4 | — | 12 | |
| Llama-3.1-8B-Instructsize=8B, shots=42026.02 | 46.77 | — | 13.09 | |
| TableGP2-7Bsize=7B, shots=162026.02 | 45.99 | — | 13.71 | |
| Mistral-7B-Instruct-v0.3size=7B, shots=02026.02 | 45.94 | 6.39 | — | |
| Tabula-8Bsize=8B, shots=162026.02 | 44.13 | — | 14.1 | |
| TableGP2-7Bsize=7B, shots=82026.02 | 43.62 | — | 13.71 | |
| Tabula-8Bsize=8B, shots=322026.02 | 42.7 | — | 14.1 | |
| TableGP2-7Bsize=7B, shots=42026.02 | 41.84 | — | 13.71 | |
| Tabula-8Bsize=8B, shots=42026.02 | 41.77 | — | 14.1 | |
| Tabula-8Bsize=8B, shots=82026.02 | 41.62 | — | 14.1 | |
| TableLLM-13Bsize=13B, shots=82026.02 | 41.6 | — | 12.8 | |
| TableLLM-13Bsize=13B, shots=42026.02 | 40.2 | — | 12.8 | |
| Tabula-8Bsize=8B, shots=02026.02 | 39.92 | 8.48 | — | |
| TableLLM-13Bsize=13B, shots=162026.02 | 39.74 | — | 12.8 | |
| Llama-3.1-8B-Instructsize=8B, shots=02026.02 | 38.32 | 8.65 | — | |
| TableGP2-7Bsize=7B, shots=02026.02 | 36.29 | 9.24 | — | |
| TableLLM-13Bsize=13B, shots=322026.02 | 33.31 | — | 12.8 | |
| TableLLM-13Bsize=13B, shots=02026.02 | 30.09 | 9.03 | — |