Multimodal Retrieval-Augmented Generation on NWPU (test) benchmark leaderboard · SOTA2 Research

Multimodal Retrieval-Augmented Generation on NWPU (test)

96.74AccuracyMS-PoE + BAIR

Evaluation Results

Method	Links
MS-PoE + BAIR2026.05		96.74	75.37	1.68	44.86	76.18	85.96	54.29	0.18
MS-PoE2026.05		94.69	69.03	3.41	20.24	60.29	68.51	41.9	0.1
LongLLMLingua + BAIR2026.05		94.49	66.04	3.41	19.37	67.94	78.72	43.81	0
LongLLMLingua2026.05		94.38	63.81	3.36	18.99	65.88	77.45	40	0.13
Baseline2026.05		93.13	—	—	—	—	—	—	0
Visual-focus Instr. + BAIR2026.05		92.62	62.69	5.18	12.1	29.71	36.6	14.29	0.03
Visual-focus Instr.2026.05		92.51	63.81	5.37	11.88	29.41	35.47	15.24	0.03
Standard RAG + BAIR2026.05		91.72	59.7	5.92	10.08	19.12	24.26	7.62	0
MAD-RAG + BAIR2026.05		91.65	62.31	6.17	10.1	18.53	21.28	12.38	0
MAD-RAG2026.05		91.64	62.69	6.22	10.08	21.76	24.68	15.24	0
Standard RAG2026.05		91.28	60.82	6.47	9.4	—	—	—	0
LongLLMLingua + BAIR2026.05		70.79	46.41	18.2	2.55	50.3	69.17	31.59	0
LongLLMLingua2026.05		69.97	46.5	19.43	2.39	51.35	70.38	32.49	0
Baseline2026.05		68.9	—	—	—	—	—	—	0
MAD-RAG + BAIR2026.05		67.13	46.17	23.41	1.97	19.16	23.31	15.05	0.1
Visual-focus Instr. + BAIR2026.05		66.74	46	23.89	1.93	21.56	24.81	18.33	0.23
Visual-focus Instr.2026.05		66.59	46.83	24.49	1.91	22.83	24.81	20.86	0.64
Standard RAG + BAIR2026.05		66.31	44.02	23.63	1.86	19.91	24.81	15.05	0.1
MAD-RAG2026.05		66.18	45.67	24.56	1.86	19.39	23.46	15.35	4.44
MS-PoE + BAIR2026.05		66.05	44.27	24.12	1.84	18.64	23.16	14.16	0.1
Standard RAG2026.05		65.74	44.68	24.75	1.81	—	—	—	0.36
MS-PoE2026.05		65.36	45.26	25.57	1.77	17.29	20.3	14.41	1.28