Multi-Label Classification on MIMIC-III

Metric: Macro-F1 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Macro-F1▼	Augmentations	Paper	Date↕	Code
1	PLM-CA	24.7	No	An Unsupervised Approach to Achieve Supervised-L...	2024-06-13	Code
2	Discnet+RE	14	No	-	-	Code
3	RAC	12.7	No	Read, Attend, and Code: Pushing the Limits of Me...	2021-07-10	-
4	GKI-ICD	12.3	No	A General Knowledge Injection Framework for ICD ...	2025-05-24	Code
5	MSMN+KEPTLongformer	11.8	No	Knowledge Injected Prompt Based Fine-tuning for ...	2022-10-07	Code
6	JointLAAT	10.7	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
7	EffectiveCAN	10.6	No	-	-	-
8	MSMN	10.3	No	Code Synonyms Do Matter: Multiple Synonyms Match...	2022-03-03	Code
9	LAAT	9.9	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
10	MSATT-KG	9	No	-	-	-
11	CAML	8.8	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
12	DR-CAML	8.6	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
13	MultiResCNN	8.5	No	ICD Coding from Clinical Text Using Multi-Filter...	2019-11-25	Code
14	CNN	4.2	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
15	Bi-GRU	3.8	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
16	HAN	3.6	No	Explainable Automated Coding of Clinical Notes u...	2020-10-29	Code
17	Logistic Regression	1.1	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code

#1PLM-CASOTA
24.7
Macro-F1· 2024-06-13
An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare Records Code
#2Discnet+RE
14
Macro-F1
No paperCode
#3RACSOTA
12.7
Macro-F1· 2021-07-10
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines
#4GKI-ICD
12.3
Macro-F1· 2025-05-24
A General Knowledge Injection Framework for ICD Coding Code
#5MSMN+KEPTLongformer
11.8
Macro-F1· 2022-10-07
Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding Code
#6JointLAATSOTA
10.7
Macro-F1· 2020-07-13
A Label Attention Model for ICD Coding from Clinical Text Code
#7EffectiveCAN
10.6
Macro-F1
No paper
#8MSMN
10.3
Macro-F1· 2022-03-03
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding Code
#9LAAT
9.9
Macro-F1· 2020-07-13
A Label Attention Model for ICD Coding from Clinical Text Code
#10MSATT-KG
9
Macro-F1
No paper
#11CAMLSOTA
8.8
Macro-F1· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#12DR-CAML
8.6
Macro-F1· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#13MultiResCNN
8.5
Macro-F1· 2019-11-25
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network Code
#14CNN
4.2
Macro-F1· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#15Bi-GRU
3.8
Macro-F1· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#16HAN
3.6
Macro-F1· 2020-10-29
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation Code
#17Logistic Regression
1.1
Macro-F1· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code