Multimodal Question Answering on MMQA (BLEU/ROUGE/CIDEr) benchmark leaderboard · SOTA2 Research

Multimodal Question Answering on MMQA (BLEU/ROUGE/CIDEr)

49.31BLEU-1FES-RAG-top5

Evaluation Results

Method	Links
FES-RAG-top52026.04		49.31	39.48	34.6	31.35	67.94	42.95	65.93	336.42
FES-RAG-top52026.04		43.26	35.12	31.18	28.42	60.72	44.5	57.79	299.29
InfoGain-MM-top32026.04		42.95	33.38	27.6	24.14	61.24	35.89	57.91	264.78
FES-RAG-top52026.04		41.77	33.19	28.27	25.48	61.58	37.34	59.05	264.87
Naïve-MRAG-top32026.04		40.67	31.39	26.08	23.07	56.56	33.37	54.09	247.13
Jina-Reranker-top32026.04		40.46	31.61	26.29	23.41	56.34	34.17	54.05	248.63
FES-RAG-top52026.04		40.29	32.11	27.38	24.73	60.43	40.23	58.18	256.36
InfoGain-MM-top32026.04		37.89	33.16	30.21	27.71	52.66	41.01	50.22	278.43
Jina-Reranker-top32026.04		36.19	31.37	28.32	25.78	50.08	38.37	47.44	259.41
Naïve-MRAG-top32026.04		35.73	30.81	27.65	24.9	49.81	37.83	46.93	250.52
None-MRAG2026.04		34.85	30	27.04	24.49	48.36	37	45.61	250.82
InfoGain-MM-top32026.04		34.26	28.42	25.04	22.25	51.44	36.57	49.33	219.21
None-MRAG2026.04		33.88	27.39	23.15	20.2	48.31	30.52	46.25	206.42
InfoGain-MM-top32026.04		33.37	28.11	24.79	22.02	47.94	36.03	44.73	218.62
Naïve-MRAG-top32026.04		30.67	25.45	22.14	19.55	45.04	32.63	41.42	185.94
Jina-Reranker-top32026.04		30.57	25.17	21.29	18.53	47.66	33.21	44.42	166.41
Jina-Reranker-top32026.04		29.89	25.19	22.16	19.68	45.41	33.5	41.39	174.55
Naïve-MRAG-top32026.04		29.57	24.12	20.32	17.84	46.52	31.99	43.66	156.1
None-MRAG2026.04		25.41	20.64	17.61	14.91	39.3	27.78	34.97	105.33
None-MRAG2026.04		25.34	19.78	16.75	14.44	38.82	26.67	34.92	114.24