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Benchmarks
Data Imputation on Diabetes (1/3 omitted)
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63.21
Accuracy
LLM-Forest
51.6556
54.6553
57.655
60.6547
Oct 28, 2024
Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
LLM-Forest
base_llm=Mixtral
2024.10
63.21
LLM-Forest
base_llm=GPT-4
2024.10
63.18
LLM-tree
2024.10
62.46
KNN
k=7
2024.10
62.07
GRAPE
2024.10
61.26
Mode Imputation
2024.10
61.25
Chain-of-Thought
2024.10
61.24
LLM-Forest
base_llm=Claude-3.5
2024.10
59.02
MICE
2024.10
57.54
Remasker
2024.10
57.16
LLM-zero
2024.10
55.8
GAIN
2024.10
54.18
Mean Imputation
2024.10
53.9
Miracle
2024.10
52.47
Hyperimpute
2024.10
52.35
TDM
2024.10
52.1
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