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Benchmarks
Data Imputation on Diabetes
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63.18
Accuracy
LLM-Forest
51.6568
54.6484
57.64
60.6316
Oct 28, 2024
Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
LLM-Forest
Approach=LLM-based
2024.10
63.18
LLM-Tree
Approach=LLM-based
2024.10
62.46
KNN
Approach=Statistic & D...
2024.10
62.07
GRAPE
Approach=Statistic & D...
2024.10
61.26
Mode Imputation
Approach=Statistic & D...
2024.10
61.25
Chain-of-Thought
Approach=LLM-based
2024.10
61.24
MICE
Approach=Statistic & D...
2024.10
57.54
Remasker
Approach=Statistic & D...
2024.10
57.16
LLM-zero
Approach=LLM-based
2024.10
55.8
GAIN
Approach=Statistic & D...
2024.10
54.18
Mean Imputation
Approach=Statistic & D...
2024.10
53.9
Miracle
Approach=Statistic & D...
2024.10
52.47
Hyperimpute
Approach=Statistic & D...
2024.10
52.35
TDM
Approach=Statistic & D...
2024.10
52.1
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