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Multimodal Retrieval-Augmented Generation on FACET

92.58Accuracy

MS-PoE + BAIR

Updated 26d ago

Evaluation Results

Method	Links
MS-PoE + BAIR 2026.05		92.58	70.71	3.53	20.03	68.79	76.96	65.4	0.63
MS-PoE + BAIR 2026.05		91.94	51.58	3.7	13.94	51.97	72.84	44.58	0
MS-PoE 2026.05		91.82	51.05	3.78	13.51	51.07	72.41	43.51	0.03
Standard RAG + BAIR 2026.05		91.02	30.95	2.48	12.48	11.61	23.71	7.33	0
MAD-RAG + BAIR 2026.05		90.96	31.68	2.63	12.05	14.54	31.47	8.55	0
Standard RAG 2026.05		90.89	31.05	2.64	11.76	-	-	-	0
MAD-RAG 2026.05		90.86	30.84	2.65	11.64	12.4	25.86	7.63	-
Visual-focus Instr. + BAIR 2026.05		90.81	30.84	2.71	11.38	10.6	21.55	6.72	0
Visual-focus Instr. 2026.05		90.47	28.53	2.83	10.08	7.67	17.67	4.12	0
Baseline 2026.05		90.24	-	-	-	-	-	-	0
Standard RAG + BAIR 2026.05		88.56	50.31	4.64	10.84	43.28	54.81	38.5	0.02
LongLLMLingua + BAIR 2026.05		87.8	33.79	6.36	5.31	29.76	43.1	25.04	-
LongLLMLingua 2026.05		87.76	34.21	6.45	5.3	29.54	41.81	25.19	0
LongLLMLingua + BAIR 2026.05		87.45	45.97	4.89	9.4	42.09	62.22	34.07	0.05
Visual-focus Instr. + BAIR 2026.05		87.28	44.93	5.2	8.64	38.82	54.14	32.47	0.04
MAD-RAG + BAIR 2026.05		85.1	36.08	6.19	5.83	27.41	42.09	21.34	0
Baseline 2026.05		84.91	-	-	-	-	-	-	0
MAD-RAG 2026.05		84.41	25.53	5.11	5	13.86	31.22	6.71	0
Visual-focus Instr. 2026.05		84.38	28.25	5.65	5	16.59	31.54	10.39	0
LongLLMLingua 2026.05		84.36	31.59	6.26	5.05	25.25	44.97	17.07	0
Standard RAG 2026.05		84.34	26.62	5.41	4.92	-	-	-	0
MS-PoE 2026.05		82	29.07	8.6	3.38	20.07	37.14	12.99	2.24