Medical Code Prediction on MIMIC-III

Metric: Micro-F1 (higher is better)

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#	Model↕	Micro-F1▼	Extra Data	Paper	Date↕	Code
1	GKI-ICD	61.2	No	A General Knowledge Injection Framework for ICD ...	2025-05-24	Code
2	PLM-CA	60	No	An Unsupervised Approach to Achieve Supervised-L...	2024-06-13	Code
3	MSMN+KEPTLongformer	59.9	No	Knowledge Injected Prompt Based Fine-tuning for ...	2022-10-07	Code
4	EffectiveCAN	58.9	No	-	-	-
5	Discnet+RE	58.8	No	-	-	Code
6	RAC	58.6	No	Read, Attend, and Code: Pushing the Limits of Me...	2021-07-10	-
7	MSMN	58.4	No	Code Synonyms Do Matter: Multiple Synonyms Match...	2022-03-03	Code
8	JointLAAT	57.5	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
9	LAAT	57.5	No	A Label Attention Model for ICD Coding from Clin...	2020-07-13	Code
10	MSATT-KG	55.3	No	-	-	-
11	MultiResCNN	55.2	No	ICD Coding from Clinical Text Using Multi-Filter...	2019-11-25	Code
12	CAML	53.9	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
13	DR-CAML	52.9	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
14	SVM	44.1	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
15	CNN	41.9	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
16	Bi-GRU	41.7	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code
17	HAN	40.7	No	Explainable Automated Coding of Clinical Notes u...	2020-10-29	Code
18	Logistic Regression	27.2	No	Explainable Prediction of Medical Codes from Cli...	2018-02-15	Code