Data Imputation on Diabetes
63.18AccuracyLLM-Forest
Evaluation results
| Method | Links | |
|---|---|---|
| LLM-ForestApproach=LLM-based2024.10 | 63.18 | |
| LLM-TreeApproach=LLM-based2024.10 | 62.46 | |
| KNNApproach=Statistic & Deep Learning2024.10 | 62.07 | |
| GRAPEApproach=Statistic & Deep Learning2024.10 | 61.26 | |
| Mode ImputationApproach=Statistic & Deep Learning2024.10 | 61.25 | |
| Chain-of-ThoughtApproach=LLM-based2024.10 | 61.24 | |
| MICEApproach=Statistic & Deep Learning2024.10 | 57.54 | |
| RemaskerApproach=Statistic & Deep Learning2024.10 | 57.16 | |
| LLM-zeroApproach=LLM-based2024.10 | 55.8 | |
| GAINApproach=Statistic & Deep Learning2024.10 | 54.18 | |
| Mean ImputationApproach=Statistic & Deep Learning2024.10 | 53.9 | |
| MiracleApproach=Statistic & Deep Learning2024.10 | 52.47 | |
| HyperimputeApproach=Statistic & Deep Learning2024.10 | 52.35 | |
| TDMApproach=Statistic & Deep Learning2024.10 | 52.1 |