Model	Bleu-4	Rouge-L	Cider	WUPS@0.9	WUPS@0.0
BLIP-2	10.2	25.4	18.8	42.3	65.9
InstructBLIP	4.2	21.1	0.0	42.2	67.9
mPLUG-Owl	3.0	15.4	0.1	13.6	42.0
mPLUG-Owl2	4.4	18.1	0.0	16.7	43.9
LLaVA-v1.5	4.3	17.8	0.1	17.1	43.9
LLaVA-v1.6	2.6	13.6	0.0	9.7	38.1
MMICL	10.8	25.2	22.1	47.9	72.1
OpenFlamingo	10.5	27.1	26.6	18.0	32.1
Otter	12.2	26.3	25.7	20.1	33.6
GPT-4V	4.5	18.1	0.0	19.9	542.4