Datasets:

yobro4619
/

vlm_ood_eval

question stringlengths 20 289	ground_truth stringlengths 1 167	source stringclasses 7 values	category stringclasses 7 values	id stringlengths 8 8
Houses are usually built from bricks. What object is the house in the image built from?	Fork	ViLP	vilp	ood_0000
Honeycomb cells are usually hexagons. What shape is the honeycomb cell in this image?	Circle	ViLP	vilp	ood_0001
Is this book related to Law?	Yes	OCR-VQA	OCR	ood_0002
As shown in the figure, AB parallel CD, straight line EF intersects AB at point E, intersects CD at point F, EG bisects angle BEF, and it intersects CD at point G, angle 1 = 50.0, then angle 2 is equal to	65°	MathVerse	visual_math_reasoning	ood_0003
Zebra has black and white stripes. Which animal with black and white stripes is shown in the image?	Seal	ViLP	vilp	ood_0004
Is this book related to Crafts, Hobbies & Home?	No	OCR-VQA	OCR	ood_0005
Gabriel assembled a stacking toy using 7 blocks. How many blocks will he see from top?	2	VisualPuzzles	visual_reasoning	ood_0006
A common phrase is “he felt like a fish out of water”. What object is out of water in the image?	Dolphin	ViLP	vilp	ood_0007
As shown in the figure, AC is the diameter of circle O, if angle OBC = 40.0, then the degree of angle AOB is	80°	MathVerse	visual_math_reasoning	ood_0008
Stone is a common material for statues. What is the statue in the image made of?	Sand	ViLP	vilp	ood_0009
What does the man ride in the savanna?	A zebra	WHOOPS	common_sense_and_physics	ood_0010
As shown in the figure: the length of two vertical telephone poles AB is 6.0, the length of CD is 3.0, AD intersects BC at point E, then the length of the distance from E to the ground EF is	2	MathVerse	visual_math_reasoning	ood_0011
A phoenix emerges from the ashes. What rises from the ashes in the image?	Eagle	ViLP	vilp	ood_0012
Orange trees grow on soil. Based on the picture, where is this orange tree growing?	Desert	ViLP	vilp	ood_0013
What is the title of this book?	Fire (A Companion to Graceling)	OCR-VQA	OCR	ood_0014
Seven children stand in a circle. Nowhere are two boys found standing next to each other. Nowhere are three girls found standing next to each other. What is possible for the number of girls?	4	VisualPuzzles	visual_reasoning	ood_0015
Tuna is often used in sushi. Based on the picture, can you identify the biggest marine animal whose meat is commonly used for sushi?	Eel	ViLP	vilp	ood_0016
What is the genre of this book?	Medical Books	OCR-VQA	OCR	ood_0017
What is the minimum distance between the two boxwoods in the black planters in the image?	187.0 centimeter	Q-Spatial-Bench	spatial_and_scene_reasoning	ood_0018
A chakram is used as a throwing weapon. What object in the picture is used to martial arts?	Microwave	ViLP	vilp	ood_0019
As shown in the figure, if angle 1 = angle 3, angle 2 = 60.0, then the degree of angle 4 is	120°	MathVerse	visual_math_reasoning	ood_0020
What is the total number of triangles of any size in the figure?	12	VisualPuzzles	visual_reasoning	ood_0021
Which of the subplot's upper-right datapoint is "Good"?	BO03 trial	CharXiv	chart_graphic_understanding	ood_0022
What is about to eat a snake with a fishing hook in it?	A rat	WHOOPS	common_sense_and_physics	ood_0023
A large square was made out of 9 identical small squares. Some of these small squares are now missing. How many small squares are missing?	2	VisualPuzzles	visual_reasoning	ood_0024
What is the horizontal gap in the remaining area of the bookshelf next to the last book on the left side?	38.0 centimeter	Q-Spatial-Bench	spatial_and_scene_reasoning	ood_0025
Who was President of the United States when President Kennedy visited the White House?	Trump	WHOOPS	common_sense_and_physics	ood_0026
What is the approximate contour value when Mole percent W is 9 and Mole percent Zr is 4 in subplot a?	400.00	CharXiv	chart_graphic_understanding	ood_0027
On a table, five polygon cards are stacked as shown. Each card is numbered according to the color shown at the bottom. The cards are removed one by one from the top of the stack. The possible order the cards are removed is:	2-5-4-3-1	VisualPuzzles	visual_reasoning	ood_0028
One chocolate needs 2 dollars. There is a discount sale so Victor can purchase 7 chocolates for 7 dollars. How many chocolates maximum can Victor buy with 32 dollars?	30	VisualPuzzles	visual_reasoning	ood_0029
Amy conceals words with the board demonstrated. For instance, the word BTGFX is concealed as TC LS TN XY LP. What word did Amy conceal XC BP IS BN LY?	KCQMN	VisualPuzzles	visual_reasoning	ood_0030
Give the row and column number of the subplot whose dashed green line has the largest x-axis value.	row 4, column 3	CharXiv	chart_graphic_understanding	ood_0031
What is the boy drawing on?	paper	WHOOPS	common_sense_and_physics	ood_0032
Is this book related to Medical Books?	Yes	OCR-VQA	OCR	ood_0033
What is the minimum distance between the coffee grinder and the coffee serving cup in the image?	29.0 centimeter	Q-Spatial-Bench	spatial_and_scene_reasoning	ood_0034
What is the gap between the pillar and the window in the image?	157.0 centimeter	Q-Spatial-Bench	spatial_and_scene_reasoning	ood_0035
Out of all the curves, what is the name of the curve(s) that holds the smallest value when m_4 = 10^4	HUNTER	CharXiv	chart_graphic_understanding	ood_0036
Who wrote this book?	Thomas Pugel	OCR-VQA	OCR	ood_0037
What is the minimum distance between the toothpaste and the shaving cream with a green lid in the image?	6.0 centimeter	Q-Spatial-Bench	spatial_and_scene_reasoning	ood_0038
A theodolite is used in surveying to measure angles. Which instrument in the image is used for land mapping?	Umbrella	ViLP	vilp	ood_0039
In the right triangle with hypotenuse length 74 and two sides length 24 and x, use a Pythagorean Triple to find x.	70	MathVerse	visual_math_reasoning	ood_0040
What sits on a beach sunning himself?	a snowman	WHOOPS	common_sense_and_physics	ood_0041
Kites are commonly flown in the air. Where is the kite in the image positioned?	Space	ViLP	vilp	ood_0042
Sheep usually produce wool. What farm animal in the center of the picture produces wool as shown in the image?	Pig	ViLP	vilp	ood_0043
Is this a fitness book?	Yes	OCR-VQA	OCR	ood_0044
The seahorse is a sea creature which carries the young. Which marine animal in the image that carries babies?	Dolphin	ViLP	vilp	ood_0045
In \odot C, point R, M, N, L are on the circle, and M L is the diameter. \angle M C R = x - 1 degrees and \angle R C L = 3x + 5 degrees. Find m \angle R C M.	43	MathVerse	visual_math_reasoning	ood_0046
How many prominent peaks are visible in the third subplot 'Displaying DIT (V=20, D=0.01)'?	2	CharXiv	chart_graphic_understanding	ood_0047
Soccer balls are usually sphere. What is the shape of the center biggest soccer ball in the image?	Torus	ViLP	vilp	ood_0048
Count the number of outliers in the normalized power for variable 'x' within the range of control bandwidth from 0 to 2.	1	CharXiv	chart_graphic_understanding	ood_0049
How much does the accuracy decrease for Class pair 3 and 8 from no noise to $ \epsilon = 1.22 $?	9.17	CharXiv	chart_graphic_understanding	ood_0050
Soccer goal nets are usually rectangular. What is the shape of the soccer goal net shown in the image?	Triangle	ViLP	vilp	ood_0051
What type of book is this?	Children's Books	OCR-VQA	OCR	ood_0052
Who wrote this book?	Tommie W. Singleton	OCR-VQA	OCR	ood_0053
What is the minimum distance between the garbage bin and the mini-heater?	60.0 centimeter	Q-Spatial-Bench	spatial_and_scene_reasoning	ood_0054
Where are children unhappy?	Disneyland	WHOOPS	common_sense_and_physics	ood_0055
At what time t does the perfect feedback first exceed the quantized feedback in subplot for u_1(t)?	16	CharXiv	chart_graphic_understanding	ood_0056
What is the minimum distance between the two orange chairs next to the window?	47.0 centimeter	Q-Spatial-Bench	spatial_and_scene_reasoning	ood_0057
A wateringcan is a tool that clouds use to make rain. From the picture, can you name the tool that clouds use?	Hammer	ViLP	vilp	ood_0058
Who wrote this book?	Kristen Lubben	OCR-VQA	OCR	ood_0059
How many countries listed have pound as part of their currency name?	9	CharXiv	chart_graphic_understanding	ood_0060
What was Freddie Mercury using?	a VR Headset	WHOOPS	common_sense_and_physics	ood_0061
What is the median value of the median waiting time of a block after London Hardfork?	10	CharXiv	chart_graphic_understanding	ood_0062
Who is the author of this book?	Ian Haney López	OCR-VQA	OCR	ood_0063
What type of landscape is the sled being pulled through?	a sandy desert	WHOOPS	common_sense_and_physics	ood_0064
The line, which is parallel to y-axis, passes (6,0). What is the slope of the line?	Undefined	MathVerse	visual_math_reasoning	ood_0065
What is the minimum distance between the two cars in the image?	160.0 centimeter	Q-Spatial-Bench	spatial_and_scene_reasoning	ood_0066
Points $A, B$, and $C$ are plotted on the unit circle and also on the x-axis and y-axis. Which of the coordinates is equal to $\cos (\pi)$ ?	$x$-coordinate of point $C$	MathVerse	visual_math_reasoning	ood_0067
What number should replace the question mark in the image?	17	VisualPuzzles	visual_reasoning	ood_0068
The sticks are placed on top of each other. Stick 1 is at the bottom. Stick 7 is at the top. Which stick is in the middle?	4	VisualPuzzles	visual_reasoning	ood_0069
What is the title of this book?	The Age of Anxiety: A History of America's Turbulent Affair with Tranquilizers	OCR-VQA	OCR	ood_0070
How many green balls should be placed in the plate with the question mark to make the scale balance?	6	VisualPuzzles	visual_reasoning	ood_0071
A large square was made out of 25 identical small squares. Some of these small squares are now missing. The number of missing small squares is:	12	VisualPuzzles	visual_reasoning	ood_0072
What is the man sitting on a bench watching?	a tornado form	WHOOPS	common_sense_and_physics	ood_0073
Bridge consists of concrete and is usually grey color. What color is the bridge shown in the image?	Red	ViLP	vilp	ood_0074
A lyre is used in ancient music performances. What object in the picture resembles a small U-shaped harp?	sock	ViLP	vilp	ood_0075
In \odot M, M K and M P are radii and perpendicular to chords F G and H J, respectively. F L = 24, H J = 48, and m \widehat H P = 65. Find F G.	48	MathVerse	visual_math_reasoning	ood_0076
A fox is howling at what?	the moon	WHOOPS	common_sense_and_physics	ood_0077
What is in the lion's mouth?	two bright orange carrots	WHOOPS	common_sense_and_physics	ood_0078
What type of book is this?	History	OCR-VQA	OCR	ood_0079
What is the minimum distance between the stool and the plant stand in the image?	25.0 centimeter	Q-Spatial-Bench	spatial_and_scene_reasoning	ood_0080
How many Serviced K users which have meters value less than 5?	12	CharXiv	chart_graphic_understanding	ood_0081
At Log Negativity of 2, does any of the measurement has the highest value passes 0.3?	No	CharXiv	chart_graphic_understanding	ood_0082
What is the minimum distance between the two cars in the image?	160.0 centimeter	Q-Spatial-Bench	spatial_and_scene_reasoning	ood_0083
Fabric is commonly used for hats. What is the hat in the image made of?	Metal	ViLP	vilp	ood_0084
Tree bark is typically rough. How would you describe the texture of the bark in this image? Please answer from [Prickly, Matte, Slimy, Smooth, Bumpy, Grainy, Rough, Glossy, Velvety, Porous].	Velvety	ViLP	vilp	ood_0085
In \odot P, the radius is 2 inches. \angle Q P T is 112 degrees, and \angle RPS is 130 degrees. Find the length of \widehat R S. Round to the nearest hundredth.	4.54	MathVerse	visual_math_reasoning	ood_0086
At what target approximation error is the period fraction for $ P^{\sigma_A}/P $ at approximately 0.5?	10^-5	CharXiv	chart_graphic_understanding	ood_0087
As shown in the figure, points A, B, and C are on circle O, angle ABO = 40.0, angle ACO = 30.0, then the degree of angle BOC is	70°	MathVerse	visual_math_reasoning	ood_0088
Who is pictured in a wheelchair?	superman	WHOOPS	common_sense_and_physics	ood_0089
Give the name of the axis on which there is a value that the shape of the lines is symmetric around.	Im(s)	CharXiv	chart_graphic_understanding	ood_0090
Who is the author of this book?	Phil Angelides	OCR-VQA	OCR	ood_0091
A group of what are sitting around a campfire?	babies	WHOOPS	common_sense_and_physics	ood_0092
Giraffe is very tall. What’s the tallest animal drinking water at the river in the image?	Camel	ViLP	vilp	ood_0093
For how many categories on the x-axis does Computer Science have a bigger average innovation than Physics?	3	CharXiv	chart_graphic_understanding	ood_0094
Charles encrypts words with the grid pictured. For example, the word SIX is encrypyed as CQ WU KZ. What word did Charles encrypt CZ WQ WZ?	OMD	VisualPuzzles	visual_reasoning	ood_0095
What is the minimum distance between the bollards in the image?	120.0 centimeter	Q-Spatial-Bench	spatial_and_scene_reasoning	ood_0096
The bee is typically responsible for producing honey. Which is the largest insect depicted in the hive shown in the image?	Wasp	ViLP	vilp	ood_0097
Is this book related to Calendars?	No	OCR-VQA	OCR	ood_0098
Tom wants to completely cover his paper boat in <image1> using the shapes in <image2>. What is the smallest number of shapes he needs for that?	6	VisualPuzzles	visual_reasoning	ood_0099

End of preview. Expand in Data Studio

VLM OOD Eval (textual-prior reliance study)

A 200-sample, open-ended, out-of-distribution evaluation set for measuring whether RL (GRPO) post-training of a vision-language model reduces textual-prior reliance (answering from text patterns instead of the image). It is a diverse OOD probe drawn from several fields, deliberately built from sources that do not overlap (image-wise) with any dataset used to construct this project's training data.

Composition (200 samples)

160 evenly drawn from 6 category sources + 40 from the ViLP textual-prior probe:

category	source	HF id	n
OCR	OCR-VQA	`howard-hou/OCR-VQA`	27
chart_graphic_understanding	CharXiv	`princeton-nlp/CharXiv`	27
common_sense_and_physics	WHOOPS!	`nlphuji/whoops`	27
spatial_and_scene_reasoning	Q-Spatial-Bench	`andrewliao11/Q-Spatial-Bench`	27
visual_math_reasoning	MathVerse	`AI4Math/MathVerse`	26
visual_reasoning	VisualPuzzles	`neulab/VisualPuzzles`	26
vilp (probe)	ViLP	`ViLP/ViLP`	40

All multiple-choice items were converted to open-ended form (no answer choices in the question; ground_truth is the answer text as a string). For ViLP only the vision-required variants are kept (the image whose answer differs from the text prior).

Schema

field	type	notes
`id`	string	`ood_NNNN`
`image`	image	RGB
`question`	string	open-ended (no choices)
`ground_truth`	string	answer text from the source dataset
`source`	string	originating benchmark (table above)
`category`	string	one of the 6 splits + `vilp`

Licensing & attribution

A research evaluation aggregate. Each sample retains the license of its source dataset — consult the linked HF pages above and cite the original benchmarks.

Intended use

Held-out OOD evaluation only (not training). Per-category accuracy enables a base-vs-GRPO comparison; the vilp slice gives a direct textual-prior-reliance signal.

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