LMMs-Eval
					Collection
				
Dataset Collection of LMMs-Eval
					• 
				36 items
				• 
				Updated
					
				•
					
					31
| question_id
				 stringlengths 4 6 | image
				 imagewidth (px) 171 5.12k | question
				 stringlengths 15 314 | answer
				 stringlengths 1 3.28k | image_source
				 stringclasses 12
				values | capability
				 stringclasses 16
				values | 
|---|---|---|---|---|---|
| 
	v1_0 | 
	What is x in the equation? | 
	-1<AND>-5 | 
	web | 
	ocr,math | |
| 
	v1_1 | 
	What is d in the last equation? | 
	1.25<OR>=1.25<OR>5/4 | 
	web | 
	ocr,math | |
| 
	v1_2 | 
	What is x in the equation? | 
	0.75<OR>=0.75<OR>3/4 | 
	web | 
	ocr,math | |
| 
	v1_3 | 
	What is the answer to the bottom left equation? | 
	12<OR>=12 | 
	web | 
	ocr,spat,math | |
| 
	v1_4 | 
	What is the answer to the second equation on the right? | 
	7<OR>=7 | 
	web | 
	ocr,spat,math | |
| 
	v1_5 | 
	What is the answer to the second last equation on the right? | 
	2<OR>=2 | 
	web | 
	ocr,spat,math | |
| 
	v1_6 | 
	What is y in the last equation? | 
	5<OR>=5 | 
	web | 
	ocr,spat,math | |
| 
	v1_7 | 
	Find the pattern of how the "X" operator is redefined, and answer the given equation in the image. | 
	13<OR>=13 | 
	web | 
	ocr,math | |
| 
	v1_8 | 
	What will the girl on the right write on the board? | 
	14<OR>=14 | 
	web | 
	rec,ocr,spat,math | |
| 
	v1_9 | 
	How many gallons of supreme gasoline can I get with $50? | 
	13.6<OR>13.7 | 
	web | 
	ocr,math | |
| 
	v1_10 | 
	What is the price difference between diesel and regular gasoline? | 
	0.11 | 
	web | 
	ocr,math | |
| 
	v1_11 | 
	What is the total price for a bottle of Merlot and a bottle of Cabernet shown in the image? | 
	249.98 | 
	web | 
	ocr,spat,math | |
| 
	v1_12 | 
	What is the cost of three bottles of Moet champagne? | 
	344.97 | 
	web | 
	ocr,spat,math | |
| 
	v1_13 | 
	I am getting one funghi pizza and one prosciutto pizza. How much should I pay in total? | 
	14.8<OR>14,8 | 
	web | 
	ocr,math | |
| 
	v1_14 | 
	I am getting two margherita pizza and one calzone. How much should I pay in total? | 
	25.8<OR>25,8 | 
	web | 
	ocr,math | |
| 
	v1_15 | 
	What is the original price for pork belly before discount? | 
	14 | 
	web | 
	ocr,math | |
| 
	v1_16 | 
	What is the gasoline price? | 
	4.299<OR>4.3 | 
	web | 
	ocr,math | |
| 
	v1_17 | 
	What is the color of the hat worn by the person in the front left? | 
	blue | 
	web | 
	rec,spat | |
| 
	v1_18 | 
	What is located to the right of the shampoo? | 
	conditioner | 
	web | 
	ocr,spat | |
| 
	v1_19 | 
	What is in the right most bottle? | 
	mousse | 
	web | 
	ocr,spat | |
| 
	v1_20 | 
	What is the spatial relation between the frisbee and the man? | 
	above the man<OR>top left | 
	web | 
	rec,spat | |
| 
	v1_21 | 
	Which car is on the parking spot 33? | 
	no<OR>empty | 
	web | 
	rec,ocr,spat | |
| 
	v1_22 | 
	Which spot is the red car parking on? | 
	31 | 
	web | 
	rec,ocr,spat | |
| 
	v1_23 | 
	What is the price for tomatoes? | 
	eight<OR>8.0 | 
	web | 
	rec,ocr,spat | |
| 
	v1_24 | 
	What fruit is the the right of plums? | 
	orange | 
	web | 
	rec,spat | |
| 
	v1_25 | 
	Based on the image, what is the total international awareness of Tina Fey? | 
	35% | 
	web | 
	ocr,spat | |
| 
	v1_26 | 
	Based on the image, in which country does Tina Fey have the highest level of total awareness? | 
	Australia | 
	web | 
	ocr,spat | |
| 
	v1_27 | 
	What earth's interior structure does number 2 indicate? | 
	mantle | 
	web | 
	ocr,know,spat | |
| 
	v1_28 | 
	What is the number displayed on the motorcycle ridden by the motorcyclist wearing a yellow suit? | 
	16 | 
	web | 
	rec,ocr | |
| 
	v1_29 | 
	What is the number displayed on the motorcycle on the right? | 
	4 | 
	web | 
	rec,ocr,spat | |
| 
	v1_30 | 
	Are which one of these two jets are larger in size? | 
	same | 
	web | 
	rec,know,spat | |
| 
	v1_31 | 
	Is the person bigger than the car? | 
	no | 
	web | 
	rec,know,spat | |
| 
	v1_32 | 
	What should I do after kneading the dough, before dividing it into pieces? | 
	warm place<AND>1 hour | 
	web | 
	ocr,spat | |
| 
	v1_33 | 
	Should I add sugar when mixing egg and milk? | 
	no | 
	web | 
	rec,ocr,spat | |
| 
	v1_34 | 
	What should I do before cutting herbs, sausage, and mushrooms? | 
	tilt pan slightly | 
	web | 
	ocr,spat | |
| 
	v1_35 | 
	What is the index of the step when we need to add all purpose flour? | 
	third<OR> 3 | 
	web | 
	ocr,spat | |
| 
	v1_36 | 
	What should we add in the third step? | 
	milk | 
	web | 
	rec,ocr,spat | |
| 
	v1_37 | 
	What should kids do after snap fingers? | 
	hop on one foot | 
	web | 
	ocr,spat | |
| 
	v1_38 | 
	What should be drawn in the fourth step? | 
	nose | 
	web | 
	ocr | |
| 
	v1_39 | 
	What is the step after using probe to spread tire puncture? | 
	remove the repair | 
	web | 
	ocr,spat | |
| 
	v1_40 | 
	What is the second step suggested? | 
	identify your audience | 
	web | 
	ocr,spat | |
| 
	v1_41 | 
	What is the last strategy given in the image? | 
	make a song | 
	web | 
	ocr,spat | |
| 
	v1_42 | 
	What is the average total fueling cost excluding the Ford F150? | 
	76.55<OR>76.56 | 
	web | 
	ocr,spat,math | |
| 
	v1_43 | 
	What is the highest fueling cost? | 
	130.96 | 
	web | 
	ocr,spat | |
| 
	v1_44 | 
	Which category did the worst job in plastic recycling, considering the amount of plastic made and thrown out? | 
	packaging | 
	web | 
	ocr,spat | |
| 
	v1_45 | 
	What is the difference in metric tonnes between the amount of plastic produced and the amount discarded? | 
	105 | 
	web | 
	ocr,spat,math | |
| 
	v1_46 | 
	What is the estimated average standing charge for the year 2023? | 
	271 | 
	web | 
	ocr,spat,math | |
| 
	v1_47 | 
	What is the estimated total cost for the year 2023? | 
	23800 | 
	web | 
	ocr,spat,math | |
| 
	v1_48 | 
	In which direction does the living room window face? | 
	north | 
	web | 
	ocr,spat | |
| 
	v1_49 | 
	What are the appliances in the kitchen in this floorplan? | 
	oven<AND>dishwasher | 
	web | 
	ocr,spat | |
| 
	v1_50 | 
	Which room is bigger, the double garage or the living room? | 
	double garage | 
	web | 
	ocr,spat,math | |
| 
	v1_51 | 
	Which room is bigger, the master bedroom or the patio? | 
	master bedroom | 
	web | 
	ocr,spat,math | |
| 
	v1_52 | 
	What is the solution if the lamp is plugged in and the bulb has burned out? | 
	replace blub | 
	web | 
	ocr,spat | |
| 
	v1_53 | 
	Which step in the flowchart is drawn with a diamond shape? | 
	water boiled? | 
	web | 
	rec,ocr | |
| 
	v1_54 | 
	What is the average wait time to climb out of bed? | 
	15 min | 
	web | 
	ocr,spat,math | |
| 
	v1_55 | 
	Which year has the highest growth rate of median house price? | 
	2008 | 
	web | 
	ocr,spat | |
| 
	v1_56 | 
	What is Japan's gdp in 2012? | 
	6,233.15 billion U.S. dollars | 
	web | 
	ocr,spat | |
| 
	v1_57 | 
	In which years did rowing and athletics have the same number of gold medals? | 
	2000<AND>2012 | 
	web | 
	ocr,spat | |
| 
	v1_58 | 
	Which department is the person who has the highest salary from? | 
	Administration | 
	web | 
	ocr,spat | |
| 
	v1_59 | 
	Based on the table, how much is Wilkins earning? | 
	2500<OR>2,500 | 
	web | 
	ocr,spat | |
| 
	v1_60 | 
	Which country has a below-average profit margin? | 
	India | 
	web | 
	ocr,spat | |
| 
	v1_61 | 
	Which country has the highest profit margin? | 
	Australia | 
	web | 
	ocr,spat | |
| 
	v1_62 | 
	In which month is the highest income generated? | 
	Feb | 
	web | 
	ocr,spat | |
| 
	v1_63 | 
	What percentage does salary contribute to total income? | 
	56.2<OR>0.562 | 
	web | 
	ocr,spat,math | |
| 
	v1_64 | 
	Who is the person on the left? | 
	Keira Knightley | 
	web | 
	rec,spat | |
| 
	v1_65 | 
	Who is the person in the image? | 
	Yuh-Jung Youn | 
	web | 
	rec | |
| 
	v1_66 | 
	Who is the person in the bottom right? | 
	Jamie Dornan | 
	web | 
	rec,spat | |
| 
	v1_67 | 
	Which one is unsweetened? | 
	oat | 
	web | 
	ocr,spat | |
| 
	v1_68 | 
	Is this apple organic? | 
	yes | 
	web | 
	rec,ocr | |
| 
	v1_69 | 
	What is the calories for the entire bag? | 
	275 | 
	web | 
	ocr,math | |
| 
	v1_70 | 
	What is the name of this dish? | 
	mapo tofu | 
	web | 
	rec | |
| 
	v1_71 | 
	What is the name of this dish? | 
	Caprese Salad | 
	web | 
	rec | |
| 
	v1_72 | 
	What is the name of this dish? | 
	pad thai | 
	web | 
	rec | |
| 
	v1_73 | 
	What is the make of the car on the left? | 
	volkswagen | 
	web | 
	rec,ocr,spat | |
| 
	v1_74 | 
	What does this factory make? | 
	camera | 
	web | 
	ocr | |
| 
	v1_75 | 
	what is the green logo on the car? | 
	monster | 
	web | 
	rec | |
| 
	v1_76 | 
	What is the name of this landmark? | 
	Trevi Fountain | 
	web | 
	rec | |
| 
	v1_77 | 
	What is the name of this landmark? | 
	Anbariya Mosque | 
	web | 
	rec | |
| 
	v1_78 | 
	What is the name of this landmark? | 
	baochu pagoda | 
	web | 
	rec | |
| 
	v1_79 | 
	What is the face value of this banknote? | 
	five<OR> 5 | 
	web | 
	rec,know | |
| 
	v1_80 | 
	What is this banknote? | 
	ten pound<OR>10 pound<OR>British pound | 
	web | 
	rec,ocr | |
| 
	v1_81 | 
	What type of currency does this banknote represent? | 
	Swede<OR>Kronor | 
	web | 
	rec | |
| 
	v1_82 | 
	Which chest xray disease can be found? (Options include: Atelectasis; Cardiomegaly; Effusion; Infiltration; Mass; Nodule; Pneumonia; Pneumothorax; Consolidation; Edema; Emphysema; Fibrosis; Pleural Thickening; Hernia.) | 
	Cardiomegaly | 
	ChestX-ray14 | 
	rec,know | |
| 
	v1_83 | 
	Which chest xray disease can be found? (Options include: Atelectasis; Cardiomegaly; Effusion; Infiltration; Mass; Nodule; Pneumonia; Pneumothorax; Consolidation; Edema; Emphysema; Fibrosis; Pleural Thickening; Hernia.) | 
	Hernia | 
	ChestX-ray14 | 
	rec,know | |
| 
	v1_84 | 
	Which chest xray disease can be found? (Options include: Atelectasis; Cardiomegaly; Effusion; Infiltration; Mass; Nodule; Pneumonia; Pneumothorax; Consolidation; Edema; Emphysema; Fibrosis; Pleural Thickening; Hernia.) | 
	Infiltration | 
	ChestX-ray14 | 
	rec,know | |
| 
	v1_85 | 
	How many birds are there? | 
	6 | 
	web | 
	rec | |
| 
	v1_86 | 
	How many tomatoes are there? | 
	5 | 
	web | 
	rec | |
| 
	v1_87 | 
	How many books are there? | 
	63 | 
	web | 
	rec | |
| 
	v1_88 | 
	What are all the scene text in the image? | 
	S3302CD | 
	web | 
	ocr | |
| 
	v1_89 | 
	What are all the scene text in the image? | 
	Lexmi Jewellers | 
	web | 
	ocr | |
| 
	v1_90 | 
	What are all the scene text in the image? | 
	have yourself a merry little Christmas | 
	web | 
	ocr | |
| 
	v1_91 | 
	What are all the scene text in the image? | 
	5:30PM<AND>88%<AND>Mario Kart 8 Deluxe<AND>MARIO KART 8 DELUXE<AND>SUPER MARIO ODYSSEY<AND>THE LEGEND OF ZELDA<AND>BREATH OF WILD<AND>Options<AND>Start | 
	web | 
	ocr | |
| 
	v1_92 | 
	What are all the scene text in the image? | 
	MR. WILLIAM SHAKESPEARES<AND>COMEDIES, HISTORIES, & TRAGEDIES.<AND>publifhed according to the True Originall Copies. | 
	web | 
	ocr | |
| 
	v1_93 | 
	What are all the scene text in the image? | 
	Connecticut law of 1642<AND>If any man or woman be a witch -- that is, hath or consulteth with a familiar spirit -- they shall be put to death | 
	web | 
	ocr | |
| 
	v1_94 | 
	What is the brand of this device? | 
	MOTOROLA | 
	web | 
	ocr | |
| 
	v1_95 | 
	What is the license plate number? | 
	AED-632 | 
	web | 
	ocr | |
| 
	v1_96 | 
	What are all the French scene text in the image? | 
	HISTOIRE DE FRANCE<AND>De La préhistoire à ans jours<AND>Queelle Histoire | 
	web | 
	ocr | |
| 
	v1_97 | 
	What are all the Chinese scene text in the image? | 
	马曳<AND>著<AND>每个人都有自己的困境<AND>但总会被光亮吸引<AND>身不由己地慢慢靠近 | 
	web | 
	ocr | |
| 
	v1_98 | 
	Which continent is highlighted? | 
	Asia | 
	web | 
	rec,know | |
| 
	v1_99 | 
	Which are producers in this food web? | 
	Phytoplankton<AND>Seaweed | 
	web | 
	ocr,know,spat | 
 
Accelerating the development of large-scale multi-modality models (LMMs) with
lmms-eval
🏠 Homepage | 📚 Documentation | 🤗 Huggingface Datasets
This is a formatted version of MM-Vet. It is used in our lmms-eval pipeline to allow for one-click evaluations of large multi-modality models.
@misc{yu2023mmvet,
      title={MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities}, 
      author={Weihao Yu and Zhengyuan Yang and Linjie Li and Jianfeng Wang and Kevin Lin and Zicheng Liu and Xinchao Wang and Lijuan Wang},
      year={2023},
      eprint={2308.02490},
      archivePrefix={arXiv},
      primaryClass={cs.AI}
}