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-0.1b	 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
v4-0.1b	 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
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
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
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