Multimodal Retrieval-Augmented Generation on IU-Chest benchmark leaderboard · SOTA2 Research

Multimodal Retrieval-Augmented Generation on IU-Chest

68.31AccuracyStandard RAG + BAIR

Evaluation Results

Method	Links
Standard RAG + BAIR2026.05		68.31	24.25	8.4	2.89	18.38	43.75	7.93
MAD-RAG + BAIR2026.05		68.25	24.19	8.45	2.86	18.77	44.02	8.22
MAD-RAG2026.05		68.03	24.58	9.01	2.73	17.64	40.79	7.88
MS-PoE + BAIR2026.05		67.6	21.01	7.43	2.83	20.33	50.74	7.79
MS-PoE2026.05		67.17	20.68	7.85	2.63	18.99	46.7	7.42
MS-PoE + BAIR2026.05		66.6	11.72	5.05	2.32	13.95	47.78	3.19
MS-PoE2026.05		66.45	14.19	6.62	2.14	12.96	40.3	3.87
Standard RAG2026.05		66.33	28	13.56	2.06	—	—	—
LongLLMLingua + BAIR2026.05		66.24	16.64	8.36	1.99	19.16	47.96	9.32
Standard RAG + BAIR2026.05		66.17	12.38	6.04	2.05	10.47	39.35	1.56
MAD-RAG + BAIR2026.05		66.08	11.83	5.87	2.02	11.73	42.35	2.24
LongLLMLingua + BAIR2026.05		65.91	25.21	12.46	2.02	21.74	43.41	12.14
Visual-focus Instr. + BAIR2026.05		65.69	24.48	12.33	1.99	16.37	31.59	9.43
LongLLMLingua2026.05		65.66	25.14	12.79	1.97	21.73	42.41	12.33
Visual-focus Instr. + BAIR2026.05		65.58	12.89	7.19	1.79	7.95	28.03	1.5
Baseline2026.05		65.51	—	—	—	—	—	—
Visual-focus Instr.2026.05		65.38	26.68	14.13	1.89	16.74	30.5	10.35
LongLLMLingua2026.05		65.33	23.63	13.63	1.73	21.85	38.43	15.13
Visual-focus Instr.2026.05		64.94	15.89	9.81	1.62	4.04	10.81	1.87
MAD-RAG2026.05		64.79	16.16	10.19	1.59	1.18	2.93	0.57
Standard RAG2026.05		64.56	15.88	10.36	1.53	—	—	—
Baseline2026.05		63.76	—	—	—	—	—	—