Datasets:

nota-ai
/

VLM-Bench

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Dataset Preview

Split (2)

validation

The full dataset viewer is not available (click to read why). Only showing a preview of the rows.

The dataset generation failed because of a cast error

Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 2 new columns ({'question', 'answer'}) and 2 missing columns ({'category', 'text'}).

This happened while the json dataset builder was generating data using

hf://datasets/nota-ai/VLM-Bench/VQAv2/qwen_vqav2_val.jsonl (at revision 0fd74fcd9bce43081ab5fe26b226495b27475df1)

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              image: string
              question: string
              question_id: int64
              answer: string
              to
              {'question_id': Value(dtype='int64', id=None), 'image': Value(dtype='string', id=None), 'text': Value(dtype='string', id=None), 'category': Value(dtype='string', id=None)}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1534, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1155, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 2 new columns ({'question', 'answer'}) and 2 missing columns ({'category', 'text'}).
              
              This happened while the json dataset builder was generating data using
              
              hf://datasets/nota-ai/VLM-Bench/VQAv2/qwen_vqav2_val.jsonl (at revision 0fd74fcd9bce43081ab5fe26b226495b27475df1)
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

question_id int64	image string	text string	category string
262,144,005	COCO_test2015_000000262144.jpg	What credit card company is on the banner in the background? Answer the question using a single word or phrase.	default
262,144,003	COCO_test2015_000000262144.jpg	Is the pitcher wearing a hat? Answer the question using a single word or phrase.	default
262,144,000	COCO_test2015_000000262144.jpg	Is the ball flying towards the batter? Answer the question using a single word or phrase.	default
262,144,004	COCO_test2015_000000262144.jpg	Will he catch the ball in time? Answer the question using a single word or phrase.	default
524,289,001	COCO_test2015_000000524289.jpg	Are the horses playing a game? Answer the question using a single word or phrase.	default
524,289,002	COCO_test2015_000000524289.jpg	What is the color of water in the image? Answer the question using a single word or phrase.	default
524,289,000	COCO_test2015_000000524289.jpg	Are the horses wild? Answer the question using a single word or phrase.	default
163,845,000	COCO_test2015_000000163845.jpg	Where will these things eventually be seen? Answer the question using a single word or phrase.	default
163,845,002	COCO_test2015_000000163845.jpg	What's on the orange sign? Answer the question using a single word or phrase.	default
163,845,001	COCO_test2015_000000163845.jpg	In which direction is the arrow pointing? Answer the question using a single word or phrase.	default
1,002	COCO_test2015_000000000001.jpg	What service does the car parked at the curb provide? Answer the question using a single word or phrase.	default
1,001	COCO_test2015_000000000001.jpg	What color is the truck? Answer the question using a single word or phrase.	default
1,000	COCO_test2015_000000000001.jpg	What is the fence made of? Answer the question using a single word or phrase.	default
65,549,002	COCO_test2015_000000065549.jpg	How many sheep are there? Answer the question using a single word or phrase.	default
65,549,005	COCO_test2015_000000065549.jpg	How many people are there? Answer the question using a single word or phrase.	default
65,549,001	COCO_test2015_000000065549.jpg	Is that a farm? Answer the question using a single word or phrase.	default
65,549,003	COCO_test2015_000000065549.jpg	Where do these lambs live? Answer the question using a single word or phrase.	default
65,549,000	COCO_test2015_000000065549.jpg	How many sheep are in this picture? Answer the question using a single word or phrase.	default
163,854,000	COCO_test2015_000000163854.jpg	How many women passengers are doing the same thing? Answer the question using a single word or phrase.	default
163,854,003	COCO_test2015_000000163854.jpg	Was it taken in the US? Answer the question using a single word or phrase.	default
163,854,001	COCO_test2015_000000163854.jpg	Is English likely their first language? Answer the question using a single word or phrase.	default
391,716,001	COCO_test2015_000000391716.jpg	Is this a real animal? Answer the question using a single word or phrase.	default
391,716,000	COCO_test2015_000000391716.jpg	Where are the blue pails? Answer the question using a single word or phrase.	default
391,716,002	COCO_test2015_000000391716.jpg	Is this a llama or an alpaca? Answer the question using a single word or phrase.	default
16,000	COCO_test2015_000000000016.jpg	What plate is the player standing at? Answer the question using a single word or phrase.	default
16,004	COCO_test2015_000000000016.jpg	What is the players number? Answer the question using a single word or phrase.	default
16,002	COCO_test2015_000000000016.jpg	What is on the boy's head? Answer the question using a single word or phrase.	default
458,770,001	COCO_test2015_000000458770.jpg	What is the man wearing on his head? Answer the question using a single word or phrase.	default
458,770,000	COCO_test2015_000000458770.jpg	Is the sidewalk cracked? Answer the question using a single word or phrase.	default
458,770,002	COCO_test2015_000000458770.jpg	What color are the man's clothes? Answer the question using a single word or phrase.	default
131,091,001	COCO_test2015_000000131091.jpg	Is it sunny out? Answer the question using a single word or phrase.	default
131,091,000	COCO_test2015_000000131091.jpg	Would you be afraid of getting mugged here? Answer the question using a single word or phrase.	default
131,091,002	COCO_test2015_000000131091.jpg	Is there lighting? Answer the question using a single word or phrase.	default
426,004,003	COCO_test2015_000000426004.jpg	What food would the fork be used on in this meal? Answer the question using a single word or phrase.	default
426,004,000	COCO_test2015_000000426004.jpg	Does the hot dog have mustard? Answer the question using a single word or phrase.	default
426,004,002	COCO_test2015_000000426004.jpg	How many buns are on the plate? Answer the question using a single word or phrase.	default
92,846,000	COCO_test2015_000000092846.jpg	What is the color of the vase without flowers? Answer the question using a single word or phrase.	default
92,846,002	COCO_test2015_000000092846.jpg	Is there anything red in this photo? Answer the question using a single word or phrase.	default
92,846,003	COCO_test2015_000000092846.jpg	What does that vase represent? Answer the question using a single word or phrase.	default
262,166,002	COCO_test2015_000000262166.jpg	What color is the couch? Answer the question using a single word or phrase.	default
262,166,003	COCO_test2015_000000262166.jpg	How many seats are available? Answer the question using a single word or phrase.	default
262,166,004	COCO_test2015_000000262166.jpg	What room is this? Answer the question using a single word or phrase.	default
262,166,001	COCO_test2015_000000262166.jpg	Is the bedside lamp turned on or off? Answer the question using a single word or phrase.	default
491,543,001	COCO_test2015_000000491543.jpg	Is there water visible? Answer the question using a single word or phrase.	default
491,543,002	COCO_test2015_000000491543.jpg	What are flying in the sky? Answer the question using a single word or phrase.	default
491,543,003	COCO_test2015_000000491543.jpg	Are they near the shoreline? Answer the question using a single word or phrase.	default
163,864,001	COCO_test2015_000000163864.jpg	What is in his hand? Answer the question using a single word or phrase.	default
163,864,003	COCO_test2015_000000163864.jpg	What is the man in black doing? Answer the question using a single word or phrase.	default
163,864,000	COCO_test2015_000000163864.jpg	How many different gaming systems do they have? Answer the question using a single word or phrase.	default
65,563,001	COCO_test2015_000000065563.jpg	Are they in the Arctic? Answer the question using a single word or phrase.	default
65,563,000	COCO_test2015_000000065563.jpg	What are they walking down? Answer the question using a single word or phrase.	default
65,563,003	COCO_test2015_000000065563.jpg	Are they going up? Answer the question using a single word or phrase.	default
294,940,000	COCO_test2015_000000294940.jpg	Is this a train station? Answer the question using a single word or phrase.	default
294,940,002	COCO_test2015_000000294940.jpg	What are these people doing? Answer the question using a single word or phrase.	default
294,940,001	COCO_test2015_000000294940.jpg	What are the people looking at? Answer the question using a single word or phrase.	default
426,013,001	COCO_test2015_000000426013.jpg	How many different flavors of cake are available? Answer the question using a single word or phrase.	default
426,013,004	COCO_test2015_000000426013.jpg	Are any of the cakes pink? Answer the question using a single word or phrase.	default
426,013,003	COCO_test2015_000000426013.jpg	Are the cakes wrapped in plastic? Answer the question using a single word or phrase.	default
131,102,002	COCO_test2015_000000131102.jpg	What color is this truck? Answer the question using a single word or phrase.	default
131,102,003	COCO_test2015_000000131102.jpg	Is this a police truck? Answer the question using a single word or phrase.	default
131,102,000	COCO_test2015_000000131102.jpg	Are the window wipers touching? Answer the question using a single word or phrase.	default
393,247,001	COCO_test2015_000000393247.jpg	What color is it's nose? Answer the question using a single word or phrase.	default
393,247,000	COCO_test2015_000000393247.jpg	Where is this animal commonly found? Answer the question using a single word or phrase.	default
393,247,002	COCO_test2015_000000393247.jpg	Is there any grass on the ground? Answer the question using a single word or phrase.	default
229,410,010	COCO_test2015_000000229410.jpg	What type of drink is in the bottle? Answer the question using a single word or phrase.	default
229,410,001	COCO_test2015_000000229410.jpg	What color is the bowl on the left? Answer the question using a single word or phrase.	default
229,410,000	COCO_test2015_000000229410.jpg	What type of food are shown? Answer the question using a single word or phrase.	default
229,410,003	COCO_test2015_000000229410.jpg	How many wine bottles are on the table? Answer the question using a single word or phrase.	default
229,410,006	COCO_test2015_000000229410.jpg	Is there alcohol on the table? Answer the question using a single word or phrase.	default
229,410,007	COCO_test2015_000000229410.jpg	What food is prepared? Answer the question using a single word or phrase.	default
229,410,009	COCO_test2015_000000229410.jpg	How many people appear to be enjoying this meal? Answer the question using a single word or phrase.	default
398,683,003	COCO_test2015_000000398683.jpg	What room is this? Answer the question using a single word or phrase.	default
398,683,001	COCO_test2015_000000398683.jpg	What type of items are typically found inside the large appliance? Answer the question using a single word or phrase.	default
398,683,000	COCO_test2015_000000398683.jpg	What is the cupboard made of? Answer the question using a single word or phrase.	default
65,576,008	COCO_test2015_000000065576.jpg	How many tennis rackets are in this picture? Answer the question using a single word or phrase.	default
65,576,007	COCO_test2015_000000065576.jpg	Are all the women wearing hats/bonnets? Answer the question using a single word or phrase.	default
65,576,001	COCO_test2015_000000065576.jpg	Was this photo taken recently? Answer the question using a single word or phrase.	default
65,576,003	COCO_test2015_000000065576.jpg	Is this a zoo? Answer the question using a single word or phrase.	default
65,576,005	COCO_test2015_000000065576.jpg	Are the people wearing modern clothes? Answer the question using a single word or phrase.	default
65,576,004	COCO_test2015_000000065576.jpg	What are the people doing? Answer the question using a single word or phrase.	default
65,576,002	COCO_test2015_000000065576.jpg	What are they doing? Answer the question using a single word or phrase.	default
32,810,007	COCO_test2015_000000032810.jpg	Is the zebra a baby or an adult? Answer the question using a single word or phrase.	default
32,810,000	COCO_test2015_000000032810.jpg	What is the zebra doing? Answer the question using a single word or phrase.	default
32,810,009	COCO_test2015_000000032810.jpg	Is the zebra in the sun? Answer the question using a single word or phrase.	default
32,810,001	COCO_test2015_000000032810.jpg	Is the zebra fully in view? Answer the question using a single word or phrase.	default
147,463,001	COCO_test2015_000000147463.jpg	Are these people riding bicycles? Answer the question using a single word or phrase.	default
147,463,002	COCO_test2015_000000147463.jpg	How many cars are in the picture? Answer the question using a single word or phrase.	default
147,463,003	COCO_test2015_000000147463.jpg	What kind of structure are the people in? Answer the question using a single word or phrase.	default
267,107,002	COCO_test2015_000000267107.jpg	Is this a full size suitcase? Answer the question using a single word or phrase.	default
267,107,000	COCO_test2015_000000267107.jpg	How would the TSA react to this? Answer the question using a single word or phrase.	default
267,107,001	COCO_test2015_000000267107.jpg	What color is the suitcase? Answer the question using a single word or phrase.	default
163,885,003	COCO_test2015_000000163885.jpg	Was the truck in an accident? Answer the question using a single word or phrase.	default
163,885,000	COCO_test2015_000000163885.jpg	What colors are on the license plate of the gray SUV? Answer the question using a single word or phrase.	default
163,885,001	COCO_test2015_000000163885.jpg	Is the truck damaged? Answer the question using a single word or phrase.	default
240,050,003	COCO_test2015_000000240050.jpg	What punctuation is in the picture? Answer the question using a single word or phrase.	default
240,050,006	COCO_test2015_000000240050.jpg	Is there a sunflower in the picture? Answer the question using a single word or phrase.	default
240,050,001	COCO_test2015_000000240050.jpg	How many plants are in the picture? Answer the question using a single word or phrase.	default
240,050,000	COCO_test2015_000000240050.jpg	What type of flowers are in the photo? Answer the question using a single word or phrase.	default
240,050,002	COCO_test2015_000000240050.jpg	What type of decorations are these? Answer the question using a single word or phrase.	default
327,728,000	COCO_test2015_000000327728.jpg	What does the circular sign say? Answer the question using a single word or phrase.	default

End of preview.

HF Repo to internalize benchmark data for performance evaluation of VLMs

Available Benchmark List:

VQA v2

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