Datasets:

mragbenchanonymous
/

MRAG-Bench

id stringlengths 1 4	aspect stringclasses 3 values	scenario stringclasses 9 values	question stringlengths 20 116	A stringlengths 1 65	B stringlengths 1 61	C stringlengths 1 59	D stringlengths 1 54	answer_choice stringclasses 4 values	answer stringlengths 1 54	image_type stringclasses 8 values	source stringclasses 4 values
0	Perspective	Scope	Can you identify this animal?	silky_terrier	Yorkshire_terrier	Australian_terrier	Cairn_terrier	A	silky_terrier	Animal	Imagenet
1	Perspective	Obstruction	Can you identify what kind of animal this is?	Squirrel_Monkey	Spider_Monkey	capuchin	Macaque	C	capuchin	Animal	Imagenet
2	Transformative	Temporal	In which city can the building in the picture be found?	Boston	Chicago	New York City	Philadelphia	C	New York City	Building	Web
3	Transformative	Deformation	Can you tell me the typical engine type for this car model and the cylinder liter size?	2.0L turbocharged inline-4	3.0L V6	2.5L inline-5	1.8L turbocharged inline-4	A	2.0L turbocharged inline-4	Car	Web
4	Transformative	Temporal	In which city is the building shown in the picture located?	Vienna	St. Petersburg	Madrid	Versailles	D	Versailles	Building	Web
5	Transformative	Temporal	Which country does this cat breed come from?	United States	Isle of Man	Japan	United Kingdom	B	Isle of Man	Cats	Web
6	Transformative	Biological	Among these features, which one is unlikely for this fruit once it undergoes oxidation?	Its color changes to a light brown.	Its skin remains smooth and shiny.	A blueish-green mold forms on its surface.	White fuzzy mold grows on it.	B	Its skin remains smooth and shiny.	Fruit	Web
7	Perspective	Angle	Can you identify which animal this is?	topi	tsessebe	hartebeest	impala	C	hartebeest	Animal	Imagenet
8	Perspective	Obstruction	Which animal is depicted here?	macaw	manatee	macaque	macaroon	C	macaque	Animal	Imagenet
9	Perspective	Partial	Can you identify which animal this is?	Siberian_husky	Alaskan Malamute	Samoyed	Tamaskan	A	Siberian_husky	Animal	Imagenet
10	Perspective	Scope	Which creature is this?	gazelle	springbok	impala	Thomson's_gazelle	C	impala	Animal	Imagenet
11	Perspective	Obstruction	Which creature is this?	armadillo	pangolin	aardvark	nine-banded_armadillo	A	armadillo	Animal	Imagenet
12	Perspective	Angle	Can you identify the exact model of this vehicle?	Chevrolet Impala Sedan 2007	Chevrolet Malibu Hybrid Sedan 2010	Chevrolet Malibu Sedan 2007	Chevrolet Monte Carlo Coupe 2007	D	Chevrolet Monte Carlo Coupe 2007	Car	Stanford Cars
13	Perspective	Angle	Can you identify the particular model of this car?	Suzuki Kizashi Sedan 2012	Suzuki Aerio Sedan 2007	Suzuki SX4 Sedan 2012	Suzuki SX4 Hatchback 2012	B	Suzuki Aerio Sedan 2007	Car	Stanford Cars
14	Perspective	Angle	Can you identify this flower?	turkscap lily	toad lily	martagon lily	tiger lily	B	toad lily	Flowers	Flowers102
15	Transformative	Biological	Among the listed characteristics, which one is improbable for this fruit after it undergoes oxidation?	It shrivels and becomes dry.	It emits a sticky, dark exudate.	Its core turns black.	The surface becomes covered in green mold.	D	The surface becomes covered in green mold.	Fruit	Web
16	Perspective	Obstruction	Which animal is depicted here?	Eastern cottontail	wood_rabbit	Marsh rabbit	New England cottontail	B	wood_rabbit	Animal	Imagenet
17	Perspective	Angle	Can you identify the exact model of this vehicle?	Chevrolet Impala Sedan 2007	Chevrolet Monte Carlo Coupe 2007	Chevrolet Malibu Hybrid Sedan 2010	Chevrolet Malibu Sedan 2007	C	Chevrolet Malibu Hybrid Sedan 2010	Car	Stanford Cars
18	Perspective	Partial	Can you identify the exact model of this vehicle?	BMW 6 Series Convertible 2007	BMW Z4 Convertible 2012	BMW 1 Series Convertible 2012	BMW M6 Convertible 2010	A	BMW 6 Series Convertible 2007	Car	Stanford Cars
19	Perspective	Partial	Can you identify the exact model and type of this car?	Suzuki Kizashi Sedan 2012	Suzuki Aerio Sedan 2007	Suzuki SX4 Sedan 2012	Suzuki SX4 Hatchback 2012	B	Suzuki Aerio Sedan 2007	Car	Stanford Cars
20	Perspective	Angle	Can you identify what type of animal this is?	Greater Swiss Mountain Dog	Bernese_mountain_dog	Newfoundland	Saint Bernard	B	Bernese_mountain_dog	Animal	Imagenet
21	Transformative	Biological	Following oxidation, which characteristic is least expected for this fruit?	The skin becomes wrinkled.	The fruit starts to ooze liquid.	The surface develops white mold.	The skin changes to a bluish-green color.	B	The fruit starts to ooze liquid.	Fruit	Web
22	Perspective	Angle	Can you identify this animal?	black-footed_ferret	European_Polecat	Steppe_Ferret	Domestic_Ferret	A	black-footed_ferret	Animal	Imagenet
23	Perspective	Partial	Which animal is depicted here?	Stoat	Ferret	weasel	Mink	C	weasel	Animal	Imagenet
24	Transformative	Incomplete	Which keys are not present?	M	N	H	B	B	N	Keyboard	Web
25	Perspective	Partial	Can you identify the exact model of this car?	BMW 1 Series Coupe 2012	BMW M5 Sedan 2010	BMW M3 Coupe 2012	BMW 3 Series Sedan 2012	C	BMW M3 Coupe 2012	Car	Stanford Cars
26	Transformative	Deformation	Can you tell me the default engine type and the cylinder liter capacity for this car model?	3.0-liter V6	2.0-liter inline-4	5.0-liter V8	4.0-liter flat-6	D	4.0-liter flat-6	Car	Web
27	Perspective	Angle	Which animal is represented by this?	Curly-Coated Retriever	American Water Spaniel	Irish_water_spaniel	Poodle	C	Irish_water_spaniel	Animal	Imagenet
28	Perspective	Angle	Can you identify this flower?	monkshood	delphinium	larkspur	columbine	A	monkshood	Flowers	Flowers102
29	Others	Others	From which region is this object sourced?	Africa	Europe	EastAsia	Americas	A	Africa	Others_Geo	Web
30	Perspective	Partial	What is the exact model of this car?	Dodge Ram Pickup 3500 Crew Cab 2010	Dodge Ram Pickup 3500 Quad Cab 2009	Dodge Dakota Crew Cab 2010	Dodge Dakota Club Cab 2007	C	Dodge Dakota Crew Cab 2010	Car	Stanford Cars
31	Perspective	Partial	Can you identify this flower?	tree poppy	angel's trumpet	matilija poppy	yellow hibiscus	A	tree poppy	Flowers	Flowers102
32	Transformative	Deformation	What kind of engine comes standard in this car model, and what is the cylinder liter capacity?	2.0L Inline-4	4.4L V8	2.5L Inline-5	3.0L Inline-6	D	3.0L Inline-6	Car	Web
33	Perspective	Angle	Which animal is depicted here?	polecat	badger	ferret	skunk	D	skunk	Animal	Imagenet
34	Transformative	Temporal	What is the usual size range for this breed?	Small to Medium	Large to Very Large	Tiny to Small	Medium to Large	D	Medium to Large	Cats	Web
35	Perspective	Angle	Can you identify the exact model and type of this car?	Hyundai Genesis Sedan 2012	Hyundai Sonata Hybrid Sedan 2012	Hyundai Veloster Hatchback 2012	Hyundai Elantra Sedan 2007	A	Hyundai Genesis Sedan 2012	Car	Stanford Cars
36	Perspective	Scope	Can you identify which animal this is?	ferret	weasel	otter	mink	D	mink	Animal	Imagenet
37	Others	Others	From which region is this object sourced?	Africa	SouthEastAsia	WestAsia	Europe	D	Europe	Others_Geo	Web
38	Transformative	Temporal	What breed does this cat belong to?	Selkirk Rex	British Shorthair	Cornish Rex	Devon Rex	A	Selkirk Rex	Cats	Web
39	Perspective	Angle	Can you identify the exact model and make of this car?	Chevrolet Silverado 1500 Classic Extended Cab 2007	Chevrolet Silverado 2500HD Regular Cab 2012	Chevrolet Silverado 1500 Extended Cab 2012	Chevrolet Silverado 1500 Regular Cab 2012	C	Chevrolet Silverado 1500 Extended Cab 2012	Car	Stanford Cars
40	Transformative	Biological	Among these characteristics, which one is unlikely for this fruit once it undergoes oxidation?	The skin developing black spots	Forming green fuzzy mold	The fruit's interior turning green bluish color	Developing brownish-purple discoloration	C	The fruit's interior turning green bluish color	Fruit	Web
41	Transformative	Deformation	Can you identify the exact model of this car?	Lamborghini Murcielago	Lamborghini Aventador	Lamborghini LP670	Lamborghini LP640	D	Lamborghini LP640	Car	Web
42	Perspective	Angle	Can you identify which animal this is?	English_Springer_Spaniel	Welsh_springer_spaniel	Brittany_Spaniel	Cocker_Spaniel	B	Welsh_springer_spaniel	Animal	Imagenet
43	Transformative	Incomplete	Which keys are not present?	6	C	O	G	D	G	Keyboard	Web
44	Perspective	Angle	Can you identify what kind of animal this is?	spitz	schipperke	pomeranian	keeshond	B	schipperke	Animal	Imagenet
45	Perspective	Scope	Can you identify which animal this is?	gazelle	Antelope	Springbok	Impala	A	gazelle	Animal	Imagenet
46	Transformative	Temporal	What breed is this cat?	British Shorthair	Chartreux	Russian Blue	Scottish Fold	A	British Shorthair	Cats	Web
47	Perspective	Partial	Which animal is this?	Great_Dane	Mastiff	Irish_Wolfhound	Bullmastiff	A	Great_Dane	Animal	Imagenet
48	Transformative	Temporal	In which city can the building shown in the picture be found?	Seattle	San Francisco	Chicago	Toronto	A	Seattle	Building	Web
49	Perspective	Partial	Which exact model is this car?	BMW 1 Series Convertible 2012	BMW Z4 Convertible 2012	BMW M6 Convertible 2010	BMW 6 Series Convertible 2007	B	BMW Z4 Convertible 2012	Car	Stanford Cars
50	Others	Others	What is the origin region of this object?	SouthEastAsia	Americas	Africa	EastAsia	D	EastAsia	Others_Geo	Web
51	Perspective	Angle	Can you identify this flower?	silverbush	dusty miller	lamb's ear	silver ragwort	A	silverbush	Flowers	Flowers102
52	Perspective	Scope	Can you identify this animal?	Lakeland_terrier	Welsh terrier	Wire fox terrier	Airedale terrier	A	Lakeland_terrier	Animal	Imagenet
53	Perspective	Angle	Which animal is depicted here?	Raccoon	Red Fox	lesser_panda	Common Mongoose	C	lesser_panda	Animal	Imagenet
54	Transformative	Biological	Which characteristic is unlikely to appear in this fruit once it undergoes oxidation?	Its skin turning a brownish color.	Its flesh developing dark spots.	Its skin changing to a blueish-green color.	Its flesh becoming soft and mushy.	C	Its skin changing to a blueish-green color.	Fruit	Web
55	Perspective	Partial	Can you identify the exact model of this vehicle?	Chevrolet Camaro Convertible 2010	Chrysler Crossfire Convertible 2008	Chrysler Sebring Convertible 2010	Ford Mustang Convertible 2010	B	Chrysler Crossfire Convertible 2008	Car	Stanford Cars
56	Perspective	Partial	Can you tell me the name of this flower?	Lesser celandine	Marsh marigold	Yellow avens	buttercup	D	buttercup	Flowers	Flowers102
57	Others	Others	From which region is this object sourced?	Europe	EastAsia	Africa	SouthEastAsia	C	Africa	Others_Geo	Web
58	Perspective	Angle	Can you identify the exact model of this vehicle?	Hyundai Sonata Hybrid Sedan 2012	Hyundai Accent Sedan 2012	Hyundai Azera Sedan 2012	Hyundai Sonata Sedan 2012	B	Hyundai Accent Sedan 2012	Car	Stanford Cars
59	Perspective	Angle	Can you identify this flower?	pelargonium	geranium	begonia	impatiens	A	pelargonium	Flowers	Flowers102
60	Perspective	Angle	Can you identify this animal?	ferret	mink	weasel	otter	B	mink	Animal	Imagenet
61	Perspective	Angle	Can you identify which animal this is?	Owl_monkey	titi	Squirrel_monkey	Tamarind_monkey	B	titi	Animal	Imagenet
62	Perspective	Angle	What type of animal is this?	Doberman Pinscher	Bullmastiff	Boxer	Rottweiler	D	Rottweiler	Animal	Imagenet
63	Perspective	Scope	Can you identify what kind of animal this is?	spider_monkey	howler_monkey	squirrel_monkey	capuchin_monkey	A	spider_monkey	Animal	Imagenet
64	Others	Others	From which region is this object sourced?	SouthEastAsia	EastAsia	Europe	WestAsia	D	WestAsia	Others_Geo	Web
65	Others	Others	From which region is this object sourced?	Americas	EastAsia	Africa	WestAsia	C	Africa	Others_Geo	Web
66	Others	Others	From which area does this object originate?	EastAsia	Europe	Africa	SouthEastAsia	B	Europe	Others_Geo	Web
67	Transformative	Deformation	Can you identify the exact model of this car?	Honda Accord	Honda Civic	Honda Insight	Honda Clarity	A	Honda Accord	Car	Web
68	Transformative	Temporal	In which city is the building shown in the image located?	Washington D.C.	London	Ottawa	Canberra	A	Washington D.C.	Building	Web
69	Perspective	Angle	Can you identify the exact model of this car?	Aston Martin Virage Convertible 2012	Aston Martin V8 Vantage Convertible 2012	Aston Martin Virage Coupe 2012	Aston Martin V8 Vantage Coupe 2012	B	Aston Martin V8 Vantage Convertible 2012	Car	Stanford Cars
70	Perspective	Partial	Can you identify this flower?	autumn crocus	species tulip	spring crocus	siberian squill	C	spring crocus	Flowers	Flowers102
71	Transformative	Incomplete	Among these letters, which one is nearest in alphabetical sequence to the absent key?	B	J	G	M	C	G	Keyboard	Web
72	Perspective	Angle	Can you identify this animal?	giant_schnauzer	standard_schnauzer	black_russian_terrier	Airedale_terrier	A	giant_schnauzer	Animal	Imagenet
73	Perspective	Scope	Can you identify which animal this is?	Seal	Walrus	sea_lion	Manatee	C	sea_lion	Animal	Imagenet
74	Transformative	Incomplete	Among the given letters, which one is nearest in alphabetical sequence to the absent key?	K	D	H	B	C	H	Keyboard	Web
75	Perspective	Angle	Can you identify this flower?	dandelion	yellow goatsbeard	colt's foot	elecampane	C	colt's foot	Flowers	Flowers102
76	Transformative	Incomplete	Which keys are absent?	W and D and Z	R and A and C	F and Q and V	E and S and X	D	E and S and X	Keyboard	Web
77	Transformative	Biological	Which characteristic is this fruit unlikely to exhibit after oxidation?	Its skin darkens to blackish-brown	Its flesh becomes mushy and brownish	It develops a blue-green mold in patches	Its skin develops brown spots	C	It develops a blue-green mold in patches	Fruit	Web
78	Perspective	Partial	Can you identify this flower?	tiger lily	daylily	asiatic lily	orange dahlia	A	tiger lily	Flowers	Flowers102
79	Perspective	Partial	Can you identify this animal?	Sumatran Orangutan	Bornean Orangutan	orangutan	Chimpanzee	C	orangutan	Animal	Imagenet
80	Perspective	Scope	Can you identify the type of animal this is?	Norwegian_elkhound	Swedish Elkhound	Keeshond	Alaskan Malamute	A	Norwegian_elkhound	Animal	Imagenet
81	Perspective	Angle	Can you identify the particular model of this car?	Aston Martin Virage Coupe 2012	Aston Martin V8 Vantage Convertible 2012	Aston Martin Virage Convertible 2012	Aston Martin V8 Vantage Coupe 2012	A	Aston Martin Virage Coupe 2012	Car	Stanford Cars
82	Transformative	Biological	Among the following attributes, which one is unlikely to be observed in this fruit post-oxidation?	It grows green mold on the spikes	Its spiky outer shell shows signs of darkening	It starts to leak a brownish fluid	Its inner flesh becomes more watery and mushy	A	It grows green mold on the spikes	Fruit	Web

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ICLR 2025 Submision 9148

MRAG-Bench: Vision-Centric Evaluation for Retrieval-Augmented Multimodal Models

This is an anonymous repo for openreview https://openreview.net/forum?id=Usklli4gMc

Dataset Description

The dataset contains the following fields:

Field Name	Description
`id`	Unique identifier for the example
`aspect`	Aspect type for the example
`scenario`	The type of scenario associated with the entry
`image`	Contains image data in byte format
`gt_images`	A list of top 5 ground-truth images information
`question`	Question asked about the image
`A`	Choice A for the question
`B`	Choice B for the question
`C`	Choice C for the question
`D`	Choice D for the question
`answer_choice`	Correct choice identifier
`answer`	Correct answer to the question
`image_type`	Type of image object
`source`	Source of the image
`retrieved_images`	A list of top 5 retrieved images information by CLIP

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Size of downloaded dataset files:

4.3 GB

Size of the auto-converted Parquet files:

4.3 GB

Number of rows:

1,353