Multimodal Question Answering on M2RAG benchmark leaderboard · SOTA2 Research

Multimodal Question Answering on M2RAG

42.95B-1 ScoreOurs-top3

Evaluation Results

Method	Links
Ours-top32026.04		42.95	33.38	27.6	24.14	61.24	35.89	57.91	264.78
Ours-top12026.04		41.84	33.26	27.43	24	61.34	36.7	58.86	260.78
top32026.04		40.67	31.39	26.08	23.07	56.56	33.37	54.09	247.13
jinarerank-top32026.04		40.46	31.61	26.29	23.41	56.34	34.17	54.05	248.63
jinarerank-top12026.04		39.16	30.79	25.33	22.34	58.29	33.35	55.7	243.65
top12026.04		38.12	29.88	24.57	21.56	56.64	33.07	53.81	236.08
Ours-top32026.04		37.89	33.16	30.21	27.71	52.66	41.01	50.22	278.43
Ours-top12026.04		37.28	32.41	29.24	26.69	51.41	40.11	49.19	268.74
jinarerank-top32026.04		36.19	31.37	28.32	25.78	50.08	38.37	47.44	259.41
jinarerank-top12026.04		35.94	30.97	27.73	25.1	49.47	37.4	46.97	254.57
top12026.04		35.73	30.77	27.51	24.86	49.17	37.44	46.28	251.26
top32026.04		35.73	30.81	27.65	24.9	49.81	37.83	46.93	250.52
top02026.04		34.85	30	27.04	24.49	48.36	37	45.61	250.82
Ours-top32026.04		34.26	28.42	25.04	22.25	51.44	36.57	49.33	219.21
top02026.04		33.88	27.39	23.15	20.2	48.31	30.52	46.25	206.42
Ours-top12026.04		33.69	27.7	24.45	21.97	50.9	36.01	48.89	215.17
Ours-top32026.04		33.37	28.11	24.79	22.02	47.94	36.03	44.73	218.62
Ours-top12026.04		32.5	27.49	24.4	21.85	47.85	35.22	44.17	211.24
jinarerank-top12026.04		30.76	25.73	22.51	19.7	45.23	33.56	41.39	179.37
top32026.04		30.67	25.45	22.14	19.55	45.04	32.63	41.42	185.94
jinarerank-top32026.04		30.57	25.17	21.29	18.53	47.66	33.21	44.42	166.41
top12026.04		30.04	25.15	22.16	19.9	43.43	32.11	40.43	183.07
jinarerank-top32026.04		29.89	25.19	22.16	19.68	45.41	33.5	41.39	174.55
top32026.04		29.57	24.12	20.32	17.84	46.52	31.99	43.66	156.1
jinarerank-top12026.04		28.93	23.36	19.49	16.82	46.79	30.7	44.1	154.62
top12026.04		27.14	21.57	17.61	14.83	45.19	28.93	41.47	123.89
top02026.04		25.41	20.64	17.61	14.91	39.3	27.78	34.97	105.33
top02026.04		25.34	19.78	16.75	14.44	38.82	26.67	34.92	114.24