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Benchmarks
Data Imputation on Housing
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0.0948
MAE
Remasker
0.08862
0.130335
0.17205
0.213765
Oct 28, 2024
MAE
Updated 4d ago
Evaluation Results
Method
Method
Links
MAE
Remasker
Approach=Statistic & D...
2024.10
0.0948
LLM-Forest
Approach=LLM-based
2024.10
0.1026
LLM-Tree
Approach=LLM-based
2024.10
0.1074
MICE
Approach=Statistic & D...
2024.10
0.1115
KNN
Approach=Statistic & D...
2024.10
0.113
Chain-of-Thought
Approach=LLM-based
2024.10
0.1212
LLM-zero
Approach=LLM-based
2024.10
0.1226
Hyperimpute
Approach=Statistic & D...
2024.10
0.1315
TDM
Approach=Statistic & D...
2024.10
0.1376
GAIN
Approach=Statistic & D...
2024.10
0.1381
Miracle
Approach=Statistic & D...
2024.10
0.1655
Mean Imputation
Approach=Statistic & D...
2024.10
0.1847
Mode Imputation
Approach=Statistic & D...
2024.10
0.2308
GRAPE
Approach=Statistic & D...
2024.10
0.2493
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