Multi-Label Classification on MIMIC-III

Metric: Precision@8 (higher is better)

LeaderboardDataset

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#	Model↕	Precision@8▼	Augmentations	Paper	Date↕	Code
1	GKI-ICD	77.7	No	A General Knowledge Injection Framework for ICD ...	2025-05-24	Code
2	MSMN+KEPTLongformer	77.1	No	Knowledge Injected Prompt Based Fine-tuning for ...	2022-10-07	Code
3	Discnet+RE	76.5	No	-	-	Code
4	EffectiveCAN	75.8	No	-	-	-
5	RAC	75.4	No	Read, Attend, and Code: Pushing the Limits of Me...	2021-07-10	-
6	MSMN	75.2	No	Code Synonyms Do Matter: Multiple Synonyms Match...	2022-03-03	Code
7	LAAT	73.8	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
8	JointLAAT	73.5	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
9	MultiResCNN	73.4	No	ICD Coding from Clinical Text Using Multi-Filter...	2019-11-25	Code
10	MSATT-KG	72.8	No	-	-	-
11	CAML	70.9	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
12	DR-CAML	69	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
13	HAN	61.4	No	Explainable Automated Coding of Clinical Notes u...	2020-10-29	Code
14	Bi-GRU	58.5	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
15	CNN	58.1	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
16	Logistic Regression	54.2	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code

#1GKI-ICDSOTA
77.7
Precision@8· 2025-05-24
A General Knowledge Injection Framework for ICD Coding Code
#2MSMN+KEPTLongformerSOTA
77.1
Precision@8· 2022-10-07
Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding Code
#3Discnet+RE
76.5
Precision@8
No paperCode
#4EffectiveCAN
75.8
Precision@8
No paper
#5RACSOTA
75.4
Precision@8· 2021-07-10
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines
#6MSMN
75.2
Precision@8· 2022-03-03
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding Code
#7LAATSOTA
73.8
Precision@8· 2020-07-13
A Label Attention Model for ICD Coding from Clinical Text Code
#8JointLAAT
73.5
Precision@8· 2020-07-13
A Label Attention Model for ICD Coding from Clinical Text Code
#9MultiResCNNSOTA
73.4
Precision@8· 2019-11-25
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network Code
#10MSATT-KG
72.8
Precision@8
No paper
#11CAMLSOTA
70.9
Precision@8· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#12DR-CAML
69
Precision@8· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#13HAN
61.4
Precision@8· 2020-10-29
Explainable Automated Coding of Clinical Notes using Hierarchical Label-wise Attention Networks and Label Embedding Initialisation Code
#14Bi-GRU
58.5
Precision@8· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#15CNN
58.1
Precision@8· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#16Logistic Regression
54.2
Precision@8· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code