Multi-Label Classification on MIMIC-III

Metric: Macro-F1 (higher is better)

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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