Tabular Regression on 52 Tabular Datasets (test)
0.139NMAETabSieve
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TabSievesize=8B, shot=322026.02 | 0.139 | 3.86 | 5.85 | |
| TabPFNsize=-, shot=322026.02 | 0.144 | — | 6.32 | |
| DeepSeek-R1-Distill-Llama-70Bsize=70B, shot=322026.02 | 0.152 | 4.33 | 6.24 | |
| CatBoostsize=-, shot=322026.02 | 0.158 | — | 7.23 | |
| QwQ-32Bsize=32B, shot=322026.02 | 0.158 | 4.36 | 6.49 | |
| TabSievesize=8B, shot=162026.02 | 0.158 | 3.86 | 5.85 | |
| XGBoostsize=-, shot=322026.02 | 0.16 | — | 7.89 | |
| DeepSeek-R1-Distill-Llama-70Bsize=70B, shot=162026.02 | 0.16 | 4.33 | 6.24 | |
| QwQ-32Bsize=32B, shot=162026.02 | 0.164 | 4.36 | 6.49 | |
| TabPFNsize=-, shot=162026.02 | 0.165 | — | 6.32 | |
| GPT-OSS-20Bsize=20B, shot=322026.02 | 0.165 | 4.71 | 6.93 | |
| TabSievesize=8B, shot=82026.02 | 0.169 | 3.86 | 5.85 | |
| GPT-OSS-20Bsize=20B, shot=162026.02 | 0.17 | 4.71 | 6.93 | |
| Qwen2.5-72B-Instructsize=72B, shot=322026.02 | 0.178 | 4.57 | 6.93 | |
| CatBoostsize=-, shot=162026.02 | 0.179 | — | 7.23 | |
| GPT-OSS-20Bsize=20B, shot=82026.02 | 0.18 | 4.71 | 6.93 | |
| Qwen3-32Bsize=32B, shot=322026.02 | 0.182 | 5.71 | 7.96 | |
| GLM-4-32B-0414size=32B, shot=322026.02 | 0.182 | 5.81 | 7.38 | |
| XGBoostsize=-, shot=162026.02 | 0.184 | — | 7.89 | |
| TabPFNsize=-, shot=82026.02 | 0.186 | — | 6.32 | |
| DeepSeek-R1-Distill-Llama-70Bsize=70B, shot=82026.02 | 0.188 | 4.33 | 6.24 | |
| GLM-4-32B-0414size=32B, shot=162026.02 | 0.188 | 5.81 | 7.38 | |
| GLM-4-32B-0414size=32B, shot=82026.02 | 0.191 | 5.81 | 7.38 | |
| CatBoostsize=-, shot=82026.02 | 0.192 | — | 7.23 | |
| TabSievesize=8B, shot=42026.02 | 0.192 | 3.86 | 5.85 | |
| QwQ-32Bsize=32B, shot=82026.02 | 0.196 | 4.36 | 6.49 | |
| DeepSeek-R1-Distill-Llama-70Bsize=70B, shot=42026.02 | 0.197 | 4.33 | 6.24 | |
| Qwen3-32Bsize=32B, shot=162026.02 | 0.197 | 5.71 | 7.96 | |
| Qwen2.5-72B-Instructsize=72B, shot=162026.02 | 0.198 | 4.57 | 6.93 | |
| XGBoostsize=-, shot=82026.02 | 0.2 | — | 7.89 | |
| Qwen2.5-72B-Instructsize=72B, shot=82026.02 | 0.205 | 4.57 | 6.93 | |
| Qwen2.5-72B-Instructsize=72B, shot=42026.02 | 0.206 | 4.57 | 6.93 | |
| GPT-OSS-20Bsize=20B, shot=42026.02 | 0.206 | 4.71 | 6.93 | |
| Qwen3-32Bsize=32B, shot=42026.02 | 0.21 | 5.71 | 7.96 | |
| Qwen3-32Bsize=32B, shot=82026.02 | 0.211 | 5.71 | 7.96 | |
| GLM-4-32B-0414size=32B, shot=42026.02 | 0.214 | 5.81 | 7.38 | |
| QwQ-32Bsize=32B, shot=42026.02 | 0.22 | 4.36 | 6.49 | |
| Qwen3-8Bsize=8B, shot=322026.02 | 0.222 | 5.76 | 8.65 | |
| TabPFNsize=-, shot=42026.02 | 0.228 | — | 6.32 | |
| CatBoostsize=-, shot=42026.02 | 0.235 | — | 7.23 | |
| Qwen3-8Bsize=8B, shot=162026.02 | 0.235 | 5.76 | 8.65 | |
| XGBoostsize=-, shot=42026.02 | 0.237 | — | 7.89 | |
| Qwen3-8Bsize=8B, shot=82026.02 | 0.239 | 5.76 | 8.65 | |
| TabSievesize=8B, shot=02026.02 | 0.266 | 3.86 | 5.85 | |
| Qwen3-8Bsize=8B, shot=42026.02 | 0.268 | 5.76 | 8.65 | |
| DeepSeek-R1-Distill-Llama-70Bsize=70B, shot=02026.02 | 0.27 | 4.33 | 6.24 | |
| QwQ-32Bsize=32B, shot=02026.02 | 0.293 | 4.36 | 6.49 | |
| Qwen2.5-72B-Instructsize=72B, shot=02026.02 | 0.297 | 4.57 | 6.93 | |
| GLM-4-32B-0414size=32B, shot=02026.02 | 0.303 | 5.81 | 7.38 | |
| GPT-OSS-20Bsize=20B, shot=02026.02 | 0.31 | 4.71 | 6.93 | |
| Qwen3-32Bsize=32B, shot=02026.02 | 0.317 | 5.71 | 7.96 | |
| Llama-3.1-8B-Instructsize=8B, shot=322026.02 | 0.319 | 10.19 | 12.96 | |
| Qwen3-8Bsize=8B, shot=02026.02 | 0.325 | 5.76 | 8.65 | |
| Llama-3.1-8B-Instructsize=8B, shot=162026.02 | 0.331 | 10.19 | 12.96 | |
| Llama-3.1-8B-Instructsize=8B, shot=82026.02 | 0.338 | 10.19 | 12.96 | |
| LRsize=-, shot=322026.02 | 0.339 | — | 10.05 | |
| LRsize=-, shot=162026.02 | 0.342 | — | 10.05 | |
| LRsize=-, shot=42026.02 | 0.348 | — | 10.05 | |
| LRsize=-, shot=82026.02 | 0.348 | — | 10.05 | |
| Llama-3.1-8B-Instructsize=8B, shot=42026.02 | 0.351 | 10.19 | 12.96 | |
| FT-Transformersize=-, shot=322026.02 | 0.354 | — | 11.21 | |
| FT-Transformersize=-, shot=162026.02 | 0.357 | — | 11.21 | |
| FT-Transformersize=-, shot=42026.02 | 0.363 | — | 11.21 | |
| FT-Transformersize=-, shot=82026.02 | 0.363 | — | 11.21 | |
| Mistral-7B-Instruct-v0.3size=7B, shot=322026.02 | 0.364 | 10.86 | 13.44 | |
| Mistral-7B-Instruct-v0.3size=7B, shot=162026.02 | 0.37 | 10.86 | 13.44 | |
| Tabula-8Bsize=8B, shot=162026.02 | 0.382 | 11.05 | 14.52 | |
| Tabula-8Bsize=8B, shot=82026.02 | 0.395 | 11.05 | 14.52 | |
| Mistral-7B-Instruct-v0.3size=7B, shot=82026.02 | 0.405 | 10.86 | 13.44 | |
| Mistral-7B-Instruct-v0.3size=7B, shot=42026.02 | 0.416 | 10.86 | 13.44 | |
| Tabula-8Bsize=8B, shot=42026.02 | 0.42 | 11.05 | 14.52 | |
| Tabula-8Bsize=8B, shot=322026.02 | 0.445 | 11.05 | 14.52 | |
| TableGP2-7Bsize=7B, shot=82026.02 | 0.473 | 9.14 | 15.64 | |
| TableLLM-13Bsize=13B, shot=42026.02 | 0.476 | 10.52 | 15.07 | |
| TableGP2-7Bsize=7B, shot=162026.02 | 0.477 | 9.14 | 15.64 | |
| TableGP2-7Bsize=7B, shot=42026.02 | 0.504 | 9.14 | 15.64 | |
| TableGP2-7Bsize=7B, shot=322026.02 | 0.508 | 9.14 | 15.64 | |
| TableGP2-7Bsize=7B, shot=02026.02 | 0.511 | 9.14 | 15.64 | |
| TableLLM-13Bsize=13B, shot=322026.02 | 0.541 | 10.52 | 15.07 | |
| Llama-3.1-8B-Instructsize=8B, shot=02026.02 | 0.567 | 10.19 | 12.96 | |
| TableLLM-13Bsize=13B, shot=162026.02 | 0.571 | 10.52 | 15.07 | |
| TableLLM-13Bsize=13B, shot=82026.02 | 0.581 | 10.52 | 15.07 | |
| Tabula-8Bsize=8B, shot=02026.02 | 0.648 | 11.05 | 14.52 | |
| Mistral-7B-Instruct-v0.3size=7B, shot=02026.02 | 0.668 | 10.86 | 13.44 | |
| TableLLM-13Bsize=13B, shot=02026.02 | 0.709 | 10.52 | 15.07 |