Multi-Label Classification on MIMIC-III

Metric: Precision@15 (higher is better)

LeaderboardDataset

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#	Model↕	Precision@15▼	Augmentations	Paper	Date↕	Code
1	GKI-ICD	62.4	No	A General Knowledge Injection Framework for ICD ...	2025-05-24	Code
2	MSMN+KEPTLongformer	61.5	No	Knowledge Injected Prompt Based Fine-tuning for ...	2022-10-07	Code
3	Discnet+RE	61.4	No	-	-	Code
4	EffectiveCAN	60.6	No	-	-	-
5	RAC	60.1	No	Read, Attend, and Code: Pushing the Limits of Me...	2021-07-10	-
6	MSMN	59.9	No	Code Synonyms Do Matter: Multiple Synonyms Match...	2022-03-03	Code
7	LAAT	59.1	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
8	JointLAAT	59	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
9	MultiResCNN	58.4	No	ICD Coding from Clinical Text Using Multi-Filter...	2019-11-25	Code
10	MSATT-KG	58.1	No	-	-	-
11	CAML	56.1	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
12	DR-CAML	54.8	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
13	Bi-GRU	44.5	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
14	CNN	44.3	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
15	Logistic Regression	41.1	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code

#1GKI-ICDSOTA
62.4
Precision@15· 2025-05-24
A General Knowledge Injection Framework for ICD Coding Code
#2MSMN+KEPTLongformerSOTA
61.5
Precision@15· 2022-10-07
Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding Code
#3Discnet+RE
61.4
Precision@15
No paperCode
#4EffectiveCAN
60.6
Precision@15
No paper
#5RACSOTA
60.1
Precision@15· 2021-07-10
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines
#6MSMN
59.9
Precision@15· 2022-03-03
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding Code
#7LAATSOTA
59.1
Precision@15· 2020-07-13
A Label Attention Model for ICD Coding from Clinical Text Code
#8JointLAAT
59
Precision@15· 2020-07-13
A Label Attention Model for ICD Coding from Clinical Text Code
#9MultiResCNNSOTA
58.4
Precision@15· 2019-11-25
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network Code
#10MSATT-KG
58.1
Precision@15
No paper
#11CAMLSOTA
56.1
Precision@15· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#12DR-CAML
54.8
Precision@15· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#13Bi-GRU
44.5
Precision@15· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#14CNN
44.3
Precision@15· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code
#15Logistic Regression
41.1
Precision@15· 2018-02-15
Explainable Prediction of Medical Codes from Clinical Text Code