Multi-Label Classification on MIMIC-III

Metric: Macro-AUC (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Macro-AUC▼	Augmentations	Paper	Date↕	Code
1	GKI-ICD	96.2	No	A General Knowledge Injection Framework for ICD ...	2025-05-24	Code
2	Discnet+RE	95.6	No	-	-	Code
3	MSMN	95	No	Code Synonyms Do Matter: Multiple Synonyms Match...	2022-03-03	Code
4	RAC	94.8	No	Read, Attend, and Code: Pushing the Limits of Me...	2021-07-10	-
5	JointLAAT	92.1	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
6	LAAT	91.9	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
7	EffectiveCAN	91.5	No	-	-	-
8	MSATT-KG	91	No	-	-	-
9	MultiResCNN	91	No	ICD Coding from Clinical Text Using Multi-Filter...	2019-11-25	Code
10	DR-CAML	89.7	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
11	CAML	89.5	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
12	HAN	88.5	No	Explainable Automated Coding of Clinical Notes u...	2020-10-29	Code
13	Bi-GRU	82.2	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
14	CNN	80.6	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
15	Logistic Regression	56.1	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code

#1GKI-ICDSOTA
96.2
Macro-AUC· 2025-05-24
A General Knowledge Injection Framework for ICD Coding Code
#2Discnet+RE
95.6
Macro-AUC
No paperCode
#3MSMNSOTA
95
Macro-AUC· 2022-03-03
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding Code
#4RACSOTA
94.8
Macro-AUC· 2021-07-10
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines
#5JointLAATSOTA
92.1
Macro-AUC· 2020-07-13
A Label Attention Model for ICD Coding from Clinical Text Code
#6LAAT
91.9
Macro-AUC· 2020-07-13
A Label Attention Model for ICD Coding from Clinical Text Code
#7EffectiveCAN
91.5
Macro-AUC
No paper
#8MSATT-KG
91
Macro-AUC
No paper
#9MultiResCNNSOTA
91
Macro-AUC· 2019-11-25
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network Code
#10DR-CAMLSOTA
89.7
Macro-AUC· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#11CAML
89.5
Macro-AUC· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#12HAN
88.5
Macro-AUC· 2020-10-29
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation Code
#13Bi-GRU
82.2
Macro-AUC· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#14CNN
80.6
Macro-AUC· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#15Logistic Regression
56.1
Macro-AUC· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code