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Benchmarks
Error Detection on Hospital
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97.8
F1 Score
GPT3-175B
-1.728
24.111
49.95
75.789
May 20, 2022
Dec 22, 2022
Jul 26, 2023
Feb 28, 2024
Oct 1, 2024
May 5, 2025
Dec 8, 2025
F1 Score
Precision
Recall
Updated 4d ago
Evaluation Results
Method
Method
Links
F1 Score
Precision
Recall
GPT3-175B
k=10
2022.05
97.8
-
-
HoloDetect
2022.05
94.4
-
-
ForestED
2025.12
75.6
84.4
68.5
ZeroED
2025.12
53.1
44.9
65
HoloClean
2022.05
51.4
-
-
TreeED
Aggregation=average
2025.12
47.2
63.8
41.6
FM_ED
2025.12
22.4
13.2
84.4
Raha
2025.12
14
46
9
dBoost
2025.12
11.2
22.7
7.4
GPT3-175B
k=0
2022.05
6.9
-
-
GPT3-6.7B
k=10
2022.05
2.1
-
-
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