Datasets:

bongdong
/

VisDoTQA

imgname stringlengths 7 86	query stringlengths 36 235	label stringlengths 1 42	source stringclasses 4 values
OECD_BUILT-UP_AREA_MNE_SLV_YEM_000001.png	What is the ratio of the leftmost bar to the rightmost bar in terms of built-up area per capita?	0.0316	Position
6021.png	What is the total difference between the sum of the green bars and the sum of the orange bars across all three aspects?	44	Pattern
33979578000285.png	What is the ratio of the protein efficiency of eggs to the combined protein efficiency of pork and beef?	2.03	Extract
two_col_4305.png	By what percentage did the death rate per 1,000 live births decrease from the year with the highest rate to the year with the lowest rate shown on the chart?	46.74%	Extract
multi_col_80052.png	What is the difference between the total change in production for the goods sector across both years and the total change in production for the service sector across both years?	0.2%	Extract
multi_col_100417.png	By how many percentage points does the share of White freelancers exceed the combined share of African or African descent and Hispanic or Latino freelancers?	34%	Extract
OECD_NUCLEAR_POWER_PLANTS_RUS_000002.png	What was the difference in the number of nuclear power plants between France and Russia in 2019?	23	Length
15687.png	By how much does the peak value of the dark brown line exceed the average value of the light brown line over the shown period?	4.25	Pattern
12784129003111.png	Which country consistently had the highest share of important terrestrial biodiversity sites protected from 2000 to 2018?	Cocos Islands	Length
multi_col_60422.png	By how much did the combined total percentage of respondents for the blue and gray bars increase from 2011 to 2014?	66%	Pattern
multi_col_101180.png	What was the total length of gas pipelines in 2019?	2,582,600	Length
two_col_62148.png	By how many percentage points does the combined share of e-waste that was not collected for recycling and not documented exceed the combined share of e-waste that was thrown into household waste and documented, collected, and recycled?	132%	Extract
multi_col_80358.png	What is the difference between the sum of the three tallest blue bars and the combined value of all black bars in the four regions with the shortest blue bars?	476	Pattern
two_col_502.png	How many companies have a brand value greater than double the median brand value of all the companies listed?	6	Extract
47731310020871.png	Approximately how many more people in Eritrea had access to at least basic drinking water in 2014 compared to 2008?	170,581	Length
multi_col_21130.png	By how much does the sum of the red line's values in the last three years exceed the sum of the light blue line's values in those same years?	-37.91	Pattern
17063491001656.png	In which year did the death rate in China reach its highest value between 1949 and 1980?	1960	Length
two_col_102230.png	What is the difference in brand value between the second bar from the left and the rightmost bar ?	632	Position
632.png	What is the difference in the percentage for the leftmost value between the middle row and the bottom row ?	15	Position
7918.png	By how many percentage points does the combined share of respondents who say scientists or small-farm owners should have a major role exceed those who say food industry leaders or elected officials should have a major role?	54%	Extract
multi_col_20387.png	What is the ratio of the highest light blue bar to the average of the lowest three dark blue bars?	1.56	Pattern
two_col_43357.png	What is the difference between the average year-on-year change from 2016 to 2018 and the average from 2020 to 2022?	0.0566%	Extract
two_col_3357.png	What is the difference in import value between FY 2011 and FY 2019?	2608.2	Length
33156208005328.png	By what percentage is the share of working boys higher than the share of working girls?	31.3%	Extract
two_col_82073.png	By what percentage is the share of respondents for Songs PK higher than the average share of respondents for Saavn and Hungama?	74.47%	Extract
10476815004500.png	What is the approximate difference between Sudan's and Benin's final to primary energy ratio in 2010?	21.7%	Length
25615455003162.png	In which year did Nepal reach its peak government expenditure on secondary education as a percentage of GDP per capita between 1999 and 2003?	2001	Length
multi_col_101180.png	How did the total length of oil pipelines change from 2004 to 2019?	Increased	Length
two_col_22397.png	By how much does the average number of passenger journeys from 2000/01 to 2019/20 exceed the value recorded in 2020/21?	10.46	Extract
two_col_24431.png	By how much does the value in the third position from the top exceed the value in the second position from the bottom ?	1,958.51	Position
two_col_63085.png	What is the difference between the average number of visits in the five years with the highest values and the average number in the five years with the lowest values?	0.502	Extract
two_col_40195.png	Is the value in the rightmost column greater than the average of the three leftmost columns ?	Yes	Position
70288898001041.png	What is the average male-to-female ratio for the two science-related courses, Chemistry and Science?	1.09	Extract
multi_col_60916.png	Is the sum of the top segment values in the leftmost and rightmost columns greater than 160?	Yes	Position
two_col_63337.png	What is the average value of the leftmost three bars ?	57	Position
two_col_61362.png	What is the average increase in the number of HIV-infected people on ART per 5-year period between 2000 and 2019?	6.21	Extract
two_col_1581.png	What is the difference in infant mortality rate between the third row from the bottom and the fifth row from the top ?	3.0	Position
multi_col_60688.png	Is the percentage for 'Less often than daily' in the bottommost row smaller than in the topmost row , and if so, by how many percentage points?	Yes	Position
15979830001410.png	Which colored line showed a consistent year-over-year increase from 1998 to 2012?	Nepal	Pattern
87738735021629.png	What is the average energy intensity per passenger-kilometer of both domestic and international flights according to the 1960 data?	1.625	Extract
73300861001565.png	How many countries consistently had an average usual weekly hours worked above 35 hours during the entire period?	2	Length
64690068016287.png	Which age group consistently had the lowest suicide death rate during this period?	5-14 years old	Length
50565869004099.png	During which approximate decade did the atmospheric concentration of nitrous oxide begin to rise more steeply?	1940s	Length
two_col_62753.png	What is the difference in revenue between the lowest point (March 2020) and the highest point (January 2021)?	2.88	Length
two_col_102398.png	Between which two consecutive years did the transport volume experience the largest decline?	2013 and 2014	Length
35550254000436.png	In which year did the United Kingdom have the highest annual insecticide use between 1990 and 2004?	1990	Length
two_col_24338.png	Is the value at the leftmost point along the horizontal axis higher or lower than the value at the rightmost point , and by how much?	Higher	Position
50959481003520.png	Between 2000 and 2006, which country showed a gradual increase in access to clean cooking fuels but did not reach 50% access?	Angola	Length
two_col_60100.png	What is the average GDP per capita for the three highest years shown on the chart?	465.51	Extract
42902375003200.png	By how much does the value of the teal bar exceed the combined total of the brown and dark blue bars?	0.62	Pattern
multi_col_695.png	What is the total percentage represented by the light blue bars minus the combined value of the darkest blue bars for all categories?	256	Pattern
multi_col_60562.png	How many categories have a dark blue bar with a value of 30% or more?	2	Pattern
two_col_23773.png	What is the combined percentage of the two pie segments that are immediately to the left and right of the bottom-most segment in the chart?	22%	Position
39067786005185.png	What is the ratio of the value of the turquoise bar to the average of the pink and brown bars?	5.05	Pattern
multi_col_40311.png	In the country with the tallest LinkedIn bar , what is the ratio of LinkedIn to the combined total of Facebook and Twitter applications?	1.39	Position
multi_col_20159.png	By how much does the sum of the blue bars for Germany and Italy exceed the combined value of the dark blue bars for France and Spain?	79%	Pattern
multi_col_805.png	By how much does the combined total percentage of red segments in the bottom three bars exceed the total percentage of red segments in the top three bars?	58%	Pattern
multi_col_40811.png	What is the average difference between 2009 and 2012 across Direct, Indirect, and Induced effects?	-45.62	Extract
two_col_4569.png	What is the combined auction revenue in million euros of the top two rows ?	876.56	Position
two_col_6296.png	What is the average percentage of users in the three rightmost bars ?	2.53%	Position
two_col_4671.png	What is the difference in export value between FY 2014 and FY 2016?	1836.08	Length
two_col_41986.png	By how much does the value in the rightmost column exceed the value in the leftmost column ?	62.8	Position
multi_col_60916.png	What is the difference between the highest value in the bottom segment and the lowest value in the same segment across all columns ?	27	Position
two_col_60576.png	What is the average number of immigrants among the three least represented religious groups on the chart?	0.62	Extract
two_col_60996.png	What is the difference between the average annual revenue from 2015 to 2019 and the average annual revenue from 2010 to 2014?	31.58	Extract
22143392000229.png	By how much does the value of the teal bar exceed the sum of the values of the red and dark blue bars?	5	Pattern
multi_col_20350.png	What is the difference between the sum of the yellow bars for the three rightmost columns and the sum of the yellow bars for the three leftmost columns?	56%	Pattern
86672688001745.png	Which level of schooling showed the least change in access to electricity between 2012 and 2016?	Lower secondary	Length
two_col_104308.png	By how many percentage points does the group that answered 'No, and I don't plan to' exceed the combined total of the other two groups?	46%	Extract
two_col_22111.png	What is the percentage increase from the leftmost value to the fifth point from the left ?	126.94%	Position
two_col_104226.png	What is the ratio of the value in the second row from the bottom to the value in the second row from the top ?	0.54	Position
two_col_100656.png	What is the average total sugar supply for all years where the supply exceeded 500 million metric tons?	527.18	Extract
two_col_83433.png	Does the category in the middle position have a value higher than the average of the two categories at the extremes ?	Yes	Position
two_col_102398.png	What was the transport volume in million passenger-kilometers in 2006?	42,755	Length
47728567002301.png	In which year did sugar beet yields in Asia reach their highest value between 1961 and 1981?	1970	Length
two_col_104793.png	Which year had the highest number of boats?	2015	Length
two_col_63085.png	By what percentage did the number of visits in 2016 exceed the median value of all years shown?	11.8%	Extract
29035673000697.png	What is the percentage point difference between the middle row and the bottom row ?	14.48	Position
3854.png	What is the ratio of the sum of the light gray bars to the sum of the darkest blue bars in the last three rows?	0.17	Pattern
multi_col_303.png	Between 2018 S2 and 2020 S2, how did the price change for the 2,500–5,000 kWh category?	Decreased	Length
multi_col_21069.png	What is the average cottonseed oil production for the years where cottonseed meal production was below 14,000 thousand metric tons?	4,443	Extract
5858.png	What is the percentage difference between men and women in the dark gold bar?	11%	Pattern
two_col_4044.png	What is the difference between the values in the leftmost column and the rightmost column ?	112	Position
OECD_BENEFITS_IN_UNEMPLOYMENT,_SHARE_OF_PREVIOUS_INCOME_BGR_IRL_ISR_LUX_MLT_000003.png	Which country’s benefit share is closest to the overall median of all five countries shown?	Ireland	Extract
two_col_81969.png	What is the difference between the average debt from 2010 to 2020 and the average debt from 1950 to 2000?	8.44	Extract
two_col_4887.png	How many crops have a production volume less than 10 million metric tons?	8	Length
14354115005935.png	What is the difference in the share of children with diarrhea receiving treatment between the topmost bar and the bottommost bar ?	38.3%	Position
00795994017065.png	Which country had the highest outdoor air pollution death rate in 2012?	Myanmar	Length
two_col_60458.png	Which year had the highest female labor force according to the chart?	2019	Length
99357250000902.png	What was the share of deaths from air pollution in Switzerland in 2004?	4.6%	Length
two_col_102995.png	Does the slice at the bottom of the chart represent a higher value than the slice immediately to its left ?	Yes	Position
two_col_61547.png	By what percentage did the GVA in 2018 exceed the average GVA from 2010 to 2014?	29.15%	Extract
two_col_21253.png	Is the value in the fourth column from the left more than 10% higher than the value in the leftmost column ?	Yes	Position
two_col_60996.png	By what percentage did the revenue increase from the lowest revenue year to the highest revenue year in the given period?	102.1%	Extract
32315911008749.png	Which country had a higher share of population with developmental intellectual disability throughout 1990 to 2004, Burundi or Russia?	Burundi	Length
7918.png	What is the ratio of respondents who believe elected officials should have no role to those who believe scientists should have no role in GM food policy?	2.72	Extract
two_col_82496.png	What is the percentage increase from the leftmost point to the rightmost point on the horizontal axis?	22.73%	Position
936.png	What is the numerical difference between the sum of the green bars for the two age groups below 50 and the blue bar for the oldest age group?	3	Pattern
multi_col_40903.png	Which year shows the smallest difference between the light blue and dark blue bars?	2016	Pattern
two_col_3357.png	Which fiscal year had the highest import value?	FY 2019	Length

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VisDoTQA: Enhancing Visual Reasoning through Human-Like Interpretation Grounding and Decomposition of Thought

This repository releases VisDoTQA, the public benchmark introduced in our paper VisDoT : Enhancing Visual Reasoning through Human-Like Interpretation Grounding and Decomposition of Thought.

The canonical publication record is the ACL Anthology page for Findings of the Association for Computational Linguistics: EACL 2026, and an additional mirror is available on arXiv:2603.11631.
See our GitHub repository for the synchronized source release and updates.
See the paper on ACL Anthology, on arXiv:2603.11631, or via DOI.

Highlights

We release VisDoTQA, a public benchmark for evaluating visual grounding and compositional reasoning on chart images.
The benchmark contains 1,120 QA pairs built from 609 held-out charts.
VisDoTQA covers four perceptual task families: Position, Length, Pattern, and Extract.
This Hugging Face repository releases the public benchmark test split only. The full research dataset described in the paper contains 331,969 QA pairs and is not included here.

Dataset Structure

Split: test
Images: test/images/
Metadata: test/metadata.jsonl

Each example contains:

file_name: relative path to the chart image
imgname: image filename
query: benchmark question
label: ground-truth answer
source: VisDoTQA task category (Position, Length, Pattern, Extract)

Contact

If you have questions about this dataset release, please use the GitHub repository.

Citation

@inproceedings{lee2026visdot,
  title={VisDoT : Enhancing Visual Reasoning through Human-Like Interpretation Grounding and Decomposition of Thought},
  author={Lee, Eunsoo and Lee, Jeongwoo and Hong, Minki and Choi, Jangho and Kim, Jihie},
  booktitle={Findings of the Association for Computational Linguistics: EACL 2026},
  pages={610--640},
  year={2026},
  doi={10.18653/v1/2026.findings-eacl.30},
  url={https://aclanthology.org/2026.findings-eacl.30/}
}

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Paper for bongdong/VisDoTQA

VisDoT : Enhancing Visual Reasoning through Human-Like Interpretation Grounding and Decomposition of Thought

Paper • 2603.11631 • Published Mar 12 • 1