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model	BLINK	MMT	SEED	SEEDv2	MMB	MMStar	MME	MMVet	LlavaW	MMMU	Math	AI2D	SciQA	POPE	HalBch	TVQA	DocVQA	ChartQA	OCRBch	RealWorldQA	QBench2	CVB-2D	CVB-3D
v4-mc-0.5b	 47.08	 54.08	 68.40	 0.00	 72.42	 0.00	 58.83	 37.20	 65.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 51.63	 0.00	 0.00
v4-mc-0.1b	 46.82	 52.70	 68.04	 0.00	 72.16	 0.00	 59.18	 34.72	 65.30	 43.11	 33.70	 0.00	 77.99	 83.20	 48.37	 51.29	 38.99	 35.00	 0.00	 50.20	 0.00	 0.00
v4-0.5b	 48.97	 53.02	 68.11	 0.00	 71.56	 0.00	 59.07	 38.53	 61.80	 0.00	 34.00	 0.00	 77.14	 83.70	 51.00	 0.00	 39.72	 36.28	 0.00	 51.24	 0.00	 0.00
v4-mc-0.05b	 46.66	 53.98	 68.14	 0.00	 71.74	 0.00	 58.79	 37.11	 60.50	 42.44	 32.30	 0.00	 77.59	 84.25	 48.26	 51.23	 39.06	 34.52	 0.00	 50.20	 0.00	 0.00
v4-both-0.05b	 46.82	 52.45	 68.01	 0.00	 71.82	 0.00	 58.42	 38.26	 62.60	 41.33	 34.20	 0.00	 77.64	 83.31	 48.79	 51.66	 39.39	 36.08	 0.00	 52.94	 0.00	 0.00
v4-0.1b	 46.55	 52.96	 68.13	 0.00	 72.77	 0.00	 59.21	 38.26	 62.70	 44.22	 34.20	 0.00	 77.74	 83.66	 47.53	 51.61	 39.11	 35.72	 0.00	 50.59	 0.00	 0.00
v4-0.05b	 48.19	 53.76	 68.28	 0.00	 71.22	 0.00	 58.92	 37.75	 64.60	 44.33	 31.20	 0.00	 76.60	 83.80	 50.47	 51.67	 39.29	 35.96	 0.00	 48.89	 0.00	 0.00
v3-0.1	 47.61	 52.96	 68.37	 0.00	 70.70	 0.00	 58.65	 37.43	 65.00	 44.00	 32.90	 0.00	 77.19	 83.62	 46.79	 51.78	 39.27	 35.76	 0.00	 49.80	 0.00	 0.00
v4-both-0.2b	 49.03	 52.83	 68.55	 0.00	 72.42	 0.00	 60.59	 36.38	 67.30	 43.67	 33.00	 0.00	 77.29	 84.78	 49.53	 51.24	 39.80	 34.64	 0.00	 52.68	 0.00	 0.00
v3-both-0.1	 47.45	 52.77	 67.97	 0.00	 72.51	 0.00	 58.37	 36.93	 67.60	 42.44	 33.10	 0.00	 76.85	 84.49	 47.95	 51.55	 39.05	 36.08	 0.00	 48.89	 0.00	 0.00
v4-mc-0.2b	 48.50	 52.86	 68.61	 0.00	 72.08	 0.00	 60.65	 35.46	 62.90	 43.00	 34.10	 0.00	 77.00	 84.29	 50.26	 51.57	 39.88	 35.60	 0.00	 51.50	 0.00	 0.00
v4-mc-1b	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00
v4-0.2b	 47.50	 53.21	 68.47	 0.00	 72.34	 0.00	 60.28	 36.88	 62.50	 43.78	 31.10	 0.00	 76.50	 83.31	 48.26	 51.18	 39.71	 35.64	 0.00	 50.33	 0.00	 0.00
mantis	 48.50	 52.86	 68.07	 0.00	 72.77	 0.00	 58.51	 35.83	 64.40	 44.33	 34.10	 0.00	 77.39	 83.75	 48.16	 51.89	 39.83	 36.48	 0.00	 51.50	 0.00	 0.00
v3-mc-0.1	 46.19	 55.04	 67.85	 0.00	 71.22	 0.00	 59.82	 37.71	 64.20	 42.78	 33.40	 0.00	 77.44	 83.99	 49.63	 51.52	 39.31	 36.00	 0.00	 51.76	 0.00	 0.00
v4-both-0.1b	 47.08	 53.02	 67.99	 0.00	 72.94	 0.00	 60.00	 38.26	 64.80	 42.00	 33.80	 0.00	 77.54	 83.81	 50.16	 51.85	 38.45	 35.56	 0.00	 50.98	 0.00	 0.00
v4-1b	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00	 0.00
v4-both-0.5b	 47.66	 53.73	 68.13	 0.00	 73.37	 0.00	 60.43	 35.14	 64.60	 43.78	 32.70	 0.00	 77.94	 84.17	 50.79	 51.45	 39.92	 36.48	 0.00	 51.63	 0.00	 0.00