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ICD Coding on MIMIC Full IV

57Micro Recall

PLM-ICD

Updated 1mo ago

Evaluation Results

Method	Links
PLM-ICD 2026.06		57	62.4	59.6	24.1	26.8	23.7
PHI 2026.06		55	63	58.7	21	25	21.2
GRPO 2026.06		54.2	63.7	58.6	20.2	24.9	20.6
LAAT 2026.06		53.8	59.3	56.4	18.8	21.7	18.3
MultiResCNN 2026.06		52	58.7	55.2	16.9	17.9	15.7
CAML 2026.06		51.5	58.1	54.6	14.9	18	15.1
PHI 2026.06		51	57	53.8	13.2	13.9	12.3
SFT 2026.06		50.3	48.8	49.5	12.8	13.1	11.8
GRPO 2026.06		49.1	58.5	53.3	10.7	13.8	10.8
SFT 2026.06		46.8	58.5	52	19.3	24.2	20
GRU 2026.06		43.4	54.6	48.3	8.6	13.2	9.4
CNN 2026.06		41.8	53.2	46.8	5.6	9.4	6.3
Zero-shot + CoT 2026.06		1.6	24.2	3	0.2	1.2	0.2
Few-shot + CoT 2026.06		1.5	11.1	2.6	0.2	0.9	0.2
Few-shot 2026.06		0.4	5.7	0.7	0	0.1	0
Zero-shot 2026.06		0.3	18.9	0.6	0.1	0.7	0.1
Zero-shot + CoT 2026.06		0.3	17.1	0.6	0	0.5	0
Few-shot + CoT 2026.06		0.2	6.3	0.3	0	0.1	0
Zero-shot 2026.06		0.1	14.4	0.1	0	0.6	0
Few-shot 2026.06		0.1	4.9	0.2	0	0.3	0