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Benchmarks
Data Imputation on Credit-g
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54.46
Accuracy
LLM-Forest
34.9808
40.0379
45.095
50.1521
Oct 28, 2024
Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
LLM-Forest
Approach=LLM-based
2024.10
54.46
KNN
Approach=Statistic & D...
2024.10
54.15
LLM-Tree
Approach=LLM-based
2024.10
54.08
Mode Imputation
Approach=Statistic & D...
2024.10
53.49
GAIN
Approach=Statistic & D...
2024.10
53.49
GRAPE
Approach=Statistic & D...
2024.10
53.48
Chain-of-Thought
Approach=LLM-based
2024.10
45.63
MICE
Approach=Statistic & D...
2024.10
44
TDM
Approach=Statistic & D...
2024.10
42.52
Hyperimpute
Approach=Statistic & D...
2024.10
41.11
Remasker
Approach=Statistic & D...
2024.10
36.26
LLM-zero
Approach=LLM-based
2024.10
36.12
Miracle
Approach=Statistic & D...
2024.10
35.73
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