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Benchmarks
Data Imputation on Wine
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0.0768
MAE
LLM-Forest
0.073616
0.095108
0.1166
0.138092
Oct 28, 2024
MAE
Updated 4d ago
Evaluation Results
Method
Method
Links
MAE
LLM-Forest
Approach=LLM-based
2024.10
0.0768
Remasker
Approach=Statistic & D...
2024.10
0.078
Hyperimpute
Approach=Statistic & D...
2024.10
0.0788
LLM-Tree
Approach=LLM-based
2024.10
0.0816
Miracle
Approach=Statistic & D...
2024.10
0.082
MICE
Approach=Statistic & D...
2024.10
0.0921
Mean Imputation
Approach=Statistic & D...
2024.10
0.0988
Chain-of-Thought
Approach=LLM-based
2024.10
0.099
TDM
Approach=Statistic & D...
2024.10
0.1
KNN
Approach=Statistic & D...
2024.10
0.106
GAIN
Approach=Statistic & D...
2024.10
0.1085
LLM-zero
Approach=LLM-based
2024.10
0.1123
Mode Imputation
Approach=Statistic & D...
2024.10
0.1142
GRAPE
Approach=Statistic & D...
2024.10
0.1564
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