Cardiac diagnosis on MIMIC-IV-Ext benchmark leaderboard · SOTA2 Research

Cardiac diagnosis on MIMIC-IV-Ext

54.9F1@3EvidenceRL with GRPO

Evaluation Results

Method	Links
EvidenceRL with GRPO2026.03		54.9	46.2	48.4	44.4	7	14.1	11.4	69
EvidenceRL with GRPO2026.03		54.5	77	78.7	61.6	2.4	8.6	3.4	87.5
EvidenceRL with GRPO2026.03		53.9	58.9	61.1	55.3	4.3	14.2	7.2	76.1
Self-RAG2026.03		53.3	25.8	27.4	34.5	9.5	17.5	17.7	54.3
fDPO2026.03		53.1	62.5	64.6	48.5	4.4	11.6	7	77.7
Reasoning Only2026.03		52.2	37.1	39	39.1	8.5	15.5	13.7	63.1
Self-RAG2026.03		51.6	39.9	42.1	41	9	16.3	11.6	66.3
Reasoning Only2026.03		51.3	46.9	49.4	43.8	8.5	14.3	9.3	71.9
EvidenceRL with GRPO2026.03		49.3	38	40.5	38	10.6	17.2	10.3	65.9
SFT2026.03		49.1	34.8	36.5	41.3	11.5	15.5	12.2	67
Self Consistency2026.03		48.6	45.9	48.1	39.6	8.7	13.9	10.1	68.7
fDPO2026.03		47.9	37.6	39.9	37	10.2	16.5	11	65.6
SFT2026.03		47.7	31.8	33.1	38	12.1	15.7	12.8	63.5
SFT2026.03		47.2	24.9	26.5	37.9	13.3	17.5	13.8	61.4
Self-RAG2026.03		47	17.5	19	29.5	14.4	19.3	16.2	52.9
Self Consistency2026.03		46.8	51.2	53.2	41.2	9.2	12.1	7.8	74.5
EvidenceRL with GRPO2026.03		46.8	54	56	42.4	7.8	13.9	6.6	76.4
Reasoning Only2026.03		46.5	21.5	23.5	31	14.4	19.2	14.3	56.3
Self-RAG2026.03		46.5	46.2	48.7	39.2	8.2	18.1	7.8	70.4
fDPO2026.03		46.3	68.9	70.8	47.6	5.9	9.8	3.1	86.4
Reasoning Only2026.03		46	-2.2	-0.9	24.9	15.6	17.7	26	40.2
fDPO2026.03		46	14.5	15.7	29.9	13.1	16.5	20.8	48.4
Reasoning Only2026.03		44.2	34.3	36.3	35.1	13.4	19.2	8.9	66
Self Consistency2026.03		44	0.4	1.6	26.9	16.5	15.7	24.6	43.5
Reasoning Only2026.03		43.6	18.3	19.7	30.8	14.4	15.5	17.9	53.3
Self Consistency2026.03		41.9	48.3	50.5	37.3	10.6	14.9	6.2	75.3
Self Consistency2026.03		41.2	25.1	26.7	32.3	15.2	16.1	13	59.2
Self Consistency2026.03		41	24.4	26	28.7	16.4	17	12	59.7
SFT2026.03		39.9	2.1	1.8	28.4	18.2	18.6	21.1	47.3
fDPO2026.03		39.7	51.4	53	39.5	9	11.2	7.3	76.7
Self-RAG2026.03		39.4	30	33.1	31.5	13.6	19.9	9.6	62.7
Self Consistency2026.03		39.3	48.2	50.3	33.6	10.7	15.6	5.9	71.8
fDPO2026.03		38.7	62.4	63.6	37.9	7.9	11.4	3.6	82.2
Reasoning Only2026.03		38.2	19.4	21.3	27.4	17.7	20.2	11.5	56.6
Self-RAG2026.03		37.1	11.4	12.9	29.9	15.7	16.4	18.2	52.6
Reasoning Only2026.03		37	45.3	47.6	31.8	11.6	16.5	6.2	72.5
SFT2026.03		36.6	1.2	1.2	27.8	18	19.7	21.5	45.7
Self-RAG2026.03		36.5	24.4	25.6	26	17.3	18.5	10.4	59.6
Self-RAG2026.03		36.5	0.2	1.7	25.7	16.3	17.6	23.7	42.7
SFT2026.03		35.2	8.9	10	32.5	14.3	18.1	19.5	52.1
Self Consistency2026.03		34.8	25.8	27.6	26.8	17.6	19.7	8.7	60.7
SFT2026.03		33.8	0.3	0.6	28.5	16.9	18.8	23.4	45.3