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3
What is the most prominent feature in the image?
C
coarse perception
image scene and topic
SEEDBench_IMG
/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCAF5AgADASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIh...
The skyline
The golf course
The trees
The person
3
mmstar
4
What is the center of focus in the image?
A
coarse perception
image scene and topic
SEEDBench_IMG
/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCAGfAgADASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIh...
A man writing in a book
A boy with his head in his hands surrounded by books
A cluttered desk with books and a pen
A stack of books covering a young man's face
4
mmstar
5
What is the main subject of the flyer seen in the image?
D
coarse perception
image scene and topic
SEEDBench_IMG
/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCAIAAYADASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIh...
Hair products
Makeup products
Spa services
Skin products
5
mmstar
10
What time of day is it in the image?
D
coarse perception
image scene and topic
SEEDBench_IMG
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
Noon
Evening
Night
Dawn
10
mmstar
11
What is the dominant feature in the image?
D
coarse perception
image scene and topic
SEEDBench_IMG
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
The bridge
The lake
The city skyline
The buildings
11
mmstar
17
What is the overall theme of the image?
C
coarse perception
image scene and topic
SEEDBench_IMG
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
Beach vacation
Athletic lifestyle
Summer fashion
Urban street style
17
mmstar
19
<image 1> Which of the following is the most accurate statement of the cartoonist's meaning?
B
coarse perception
image scene and topic
MMMU
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
World War I is the crime of the ages
ALl nations involved in World War I at its outbreak are to blame for it
Russia and Austria are blamed unfairly
The nations of Europe are blaming one another
19
mmstar
21
What is the overall theme of this image?
B
coarse perception
image scene and topic
SEEDBench_IMG
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
Sports
Sunset
Nature
Kids playing
21
mmstar
24
Which action is performed in this image?
C
coarse perception
image scene and topic
MMBench
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
marching
playing cymbals
long jump
cheerleading
24
mmstar
29
What is the main purpose of this garden?
A
coarse perception
image scene and topic
SEEDBench_IMG
"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDA(...TRUNCATED)
A venue for outdoor events
A place for sports activities
A spot for quiet and peaceful recreation
A location for plant research and study
29
mmstar
End of preview. Expand in Data Studio

mmstar: 500-sample lite benchmark

500 evaluation examples sampled with seed 42. Sampling: uniform random rows without replacement.

Sources and attribution

Original dataset and source-image terms apply; this subset does not relicense them. See the linked upstream datasets for their license and citation information.

Reproducibility

subset.json records the pinned sources, selected source indices, decoded-image/label hashes, native task configurations, seed, and sampling procedure. _lite_source_index and _lite_task_id identify each example in its prepared source split. Image bytes are embedded in the Parquet files; no cluster paths are required. Original pixels, questions, reference labels, and scoring fields are preserved.

This is an evaluation subset. Its scores are not full-benchmark scores. Use the native benchmark metrics from foveated_vlm. This benchmark uses automatic scoring.

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