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Cardiac diagnosis on MIMIC-IV-Ext

54.9F1@3

EvidenceRL with GRPO

Updated 26d ago

Evaluation Results

Method
EvidenceRL with GRPO 2026.03	54.9	46.2	48.4	44.4	7	14.1	11.4	69
EvidenceRL with GRPO 2026.03	54.5	77	78.7	61.6	2.4	8.6	3.4	87.5
EvidenceRL with GRPO 2026.03	53.9	58.9	61.1	55.3	4.3	14.2	7.2	76.1
Self-RAG 2026.03	53.3	25.8	27.4	34.5	9.5	17.5	17.7	54.3
fDPO 2026.03	53.1	62.5	64.6	48.5	4.4	11.6	7	77.7
Reasoning Only 2026.03	52.2	37.1	39	39.1	8.5	15.5	13.7	63.1
Self-RAG 2026.03	51.6	39.9	42.1	41	9	16.3	11.6	66.3
Reasoning Only 2026.03	51.3	46.9	49.4	43.8	8.5	14.3	9.3	71.9
EvidenceRL with GRPO 2026.03	49.3	38	40.5	38	10.6	17.2	10.3	65.9
SFT 2026.03	49.1	34.8	36.5	41.3	11.5	15.5	12.2	67
Self Consistency 2026.03	48.6	45.9	48.1	39.6	8.7	13.9	10.1	68.7
fDPO 2026.03	47.9	37.6	39.9	37	10.2	16.5	11	65.6
SFT 2026.03	47.7	31.8	33.1	38	12.1	15.7	12.8	63.5
SFT 2026.03	47.2	24.9	26.5	37.9	13.3	17.5	13.8	61.4
Self-RAG 2026.03	47	17.5	19	29.5	14.4	19.3	16.2	52.9
Self Consistency 2026.03	46.8	51.2	53.2	41.2	9.2	12.1	7.8	74.5
EvidenceRL with GRPO 2026.03	46.8	54	56	42.4	7.8	13.9	6.6	76.4
Reasoning Only 2026.03	46.5	21.5	23.5	31	14.4	19.2	14.3	56.3
Self-RAG 2026.03	46.5	46.2	48.7	39.2	8.2	18.1	7.8	70.4
fDPO 2026.03	46.3	68.9	70.8	47.6	5.9	9.8	3.1	86.4
Reasoning Only 2026.03	46	-2.2	-0.9	24.9	15.6	17.7	26	40.2
fDPO 2026.03	46	14.5	15.7	29.9	13.1	16.5	20.8	48.4
Reasoning Only 2026.03	44.2	34.3	36.3	35.1	13.4	19.2	8.9	66
Self Consistency 2026.03	44	0.4	1.6	26.9	16.5	15.7	24.6	43.5
Reasoning Only 2026.03	43.6	18.3	19.7	30.8	14.4	15.5	17.9	53.3
Self Consistency 2026.03	41.9	48.3	50.5	37.3	10.6	14.9	6.2	75.3
Self Consistency 2026.03	41.2	25.1	26.7	32.3	15.2	16.1	13	59.2
Self Consistency 2026.03	41	24.4	26	28.7	16.4	17	12	59.7
SFT 2026.03	39.9	2.1	1.8	28.4	18.2	18.6	21.1	47.3
fDPO 2026.03	39.7	51.4	53	39.5	9	11.2	7.3	76.7
Self-RAG 2026.03	39.4	30	33.1	31.5	13.6	19.9	9.6	62.7
Self Consistency 2026.03	39.3	48.2	50.3	33.6	10.7	15.6	5.9	71.8
fDPO 2026.03	38.7	62.4	63.6	37.9	7.9	11.4	3.6	82.2
Reasoning Only 2026.03	38.2	19.4	21.3	27.4	17.7	20.2	11.5	56.6
Self-RAG 2026.03	37.1	11.4	12.9	29.9	15.7	16.4	18.2	52.6
Reasoning Only 2026.03	37	45.3	47.6	31.8	11.6	16.5	6.2	72.5
SFT 2026.03	36.6	1.2	1.2	27.8	18	19.7	21.5	45.7
Self-RAG 2026.03	36.5	24.4	25.6	26	17.3	18.5	10.4	59.6
Self-RAG 2026.03	36.5	0.2	1.7	25.7	16.3	17.6	23.7	42.7
SFT 2026.03	35.2	8.9	10	32.5	14.3	18.1	19.5	52.1
Self Consistency 2026.03	34.8	25.8	27.6	26.8	17.6	19.7	8.7	60.7
SFT 2026.03	33.8	0.3	0.6	28.5	16.9	18.8	23.4	45.3