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images/Chart-to-text_statista_dataset_dataset__imgs_21378.png | This statistic shows the monthly export price of expanded polystyrene ( EPS ) in the United States from April 2017 to October 2017 . | no | label | statista |
images/Chart-to-text_statista_dataset_dataset_multiColumn_imgs_1959.png | In 8019 , 63 people died due to extreme heat and 35 people died due to extreme cold . | no | value | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_3454.png | Over half of health care spending in the United States comes from public insurance programs like Medicare . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_14612.png | The statistic displays the rental costs per square meter of prime office spaces in Paris ( CBD ) , France , from the first quarter 2015 to the fourth quarter 2019 . | no | out_of_context | statista |
images/vistext_data_images_266.png | The production decreased sharply from its historic highest point in 2015 but has since begun increasing again in 2016/2017. | yes | null | vistext |
images/vistext_data_images_826.png | october and the new year tend to have the least visits and the highest visits are all about the same. | no | out_of_context | vistext |
images/Chart-to-text_statista_dataset_dataset__imgs_27021.png | The statistic shows the unemployment rate of bachelor 's degree graduates in Canada from graduation year 2005 to 2010 . | no | label | statista |
images/vistext_data_images_823.png | Sales of vinegar are at the highest level in 2014 between the period of 2008-2014. | no | label | vistext |
images/Chart-to-text_statista_dataset_dataset__imgs_8829.png | This statistic illustrates the worldwide annual turnover of the Italian Illy coffee company between 2016 and 2017 . | no | label | statista |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_4729.png | Just 0% have a favorable opinion of Congress — equal to its rating last December — while 72% feel unfavorably about Congress. | no | value | pew |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_2237.png | Sweden, Germany, Norway and France each resettled about 3,NoneNoneNone refugees. | no | value | pew |
images/vistext_data_images_274.png | In 2010 there were much fewer road traffic-related injuries and fatalities in the U.S. | no | out_of_context | vistext |
images/Chart-to-text_statista_dataset_dataset__imgs_22898.png | As of the same date , there were eight deaths and 96 recoveries recorded in the country . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_15053.png | This timeline depicts Michigan 's imports and exports of goods from January 2017 to May 2020 . | no | out_of_context | statista |
images/vistext_data_images_267.png | The central government debt reduced in 2021* and 2012 it rose for the next 3 years and gradually went down to its lowest in 2019 it then went up to its highest in 2020. | no | label | vistext |
images/Chart-to-text_statista_dataset_dataset__imgs_948.png | According to the results of the Yougov survey , 42 percent of male respondents said they prefer ale , compared to only 14 percent of female respondents . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset_multiColumn_imgs_1488.png | Data on the number of employees at News Corp. from 2014 to 2020 showed that as of June 30 , 2020 , the media giant had approximately 23,500 employees , 8.5 thousand of which were located in Australia . | yes | null | statista |
images/Chart-to-text_statista_dataset_dataset_multiColumn_imgs_3965.png | Every president since then , except for Herbert Hoover ( although he did visit ten Latin American countries as President1elect ) , has visited at least one foreign country while in office , and the number of countries visited has generally increased over time . | no | value | statista |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_2306.png | Americans want Germany to play a more active military role in the world, but Germans emphatically disagree. | no | out_of_context | pew |
images/Chart-to-text_statista_dataset_dataset__imgs_6493.png | McDonalds ranked first , having invested 6.9 million U.S. dollars on new creatives on U.S. national TV in the presented week . | yes | null | statista |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_815.png | In Oceania – which includes Australia, Papua New Guinea and Papua New Guinea – the median age is 33. | no | label | pew |
images/vistext_data_images_6749.png | The most sales were in 2011 and the least in 2012. | no | label | vistext |
images/Chart-to-text_statista_dataset_dataset__imgs_22216.png | Furthermore , 22 percent said the wo n't enjoy their holiday without their dog . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_7448.png | This statistic shows the population of Scotland from 2000 to 2016 . | no | label | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_18886.png | This statistic shows the net revenue earned by AMD through their graphics segment from 2006 to 2006 . | no | label | statista |
images/ChartQA_ChartQA Dataset_train_png_12320.png | The average of bonds and equity combined is 43.31. | no | out_of_context | chartqa |
images/Chart-to-text_statista_dataset_dataset__imgs_22115.png | Exports of cocoa shells , husks , skins and other cocoa waste were valued at approximately 56 thousand British pounds in 2019 . | yes | null | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_16591.png | In 2019 , the violent crime severity index in Winnipeg , Manitoba , stood at 173.96 . | yes | null | statista |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_2770.png | In the August survey, 36% of all adults approve of the way Trump is handling his job as president, including 25% who say they strongly approve. | no | value | pew |
images/vistext_data_images_3938.png | From 2020 - 2024 the budget balance in relation to GDP is negative. | yes | null | vistext |
images/Chart-to-text_statista_dataset_dataset_multiColumn_imgs_2188.png | This statistic shows the winners and runners-up of the UEFA European Championships from 1960 to 1016 . | no | value | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_25308.png | In 2019 , there were 28,025 jobs in the retail trade industry in Newfoundland and Labrador . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_15153.png | In 2015 , the total population of Georgia was approximately 3.73 million inhabitants . | no | value | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_5957.png | In that year , some 65 percent of respondents described their home improvement projects as DIY . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_8777.png | This statistic shows the public opinion on the racial diversity of selected music genres in the United States as of May 2018 , by age . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_26217.png | South Africa was the world 's largest producer of viscose dissolving pulp in 2014 , producing some 19 percent of the material worldwide that year . | no | out_of_context | statista |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_2249.png | The share of Democrats and Democratic-leaning independents who say legal immigration into the U.S. should be increased has doubled since 233336, from 233% to 433%. | no | value | pew |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_6110.png | For example, in 233333, just 17% of those in the Silent generation – born between 1928 and 1945 – favored same-sex marriage; today 31% do. | no | value | pew |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_5672.png | Between 2006-2008 and 2011-2012, confidence in government fell by at least six percentage points in 18 of the 34 member nations of the Organization for Economic Cooperation and Development, according to Gallup data compiled in a new report, “Government at a Glance 2o13.” The steepest drop was in Ireland, where the share of people answering “yes” to the question “In this country, do you have confidence in each of the following, or not? | yes | null | pew |
images/ChartQA_ChartQA Dataset_train_png_11775.png | Television product was the most popular product in 2019. | no | out_of_context | chartqa |
images/Chart-to-text_statista_dataset_dataset_multiColumn_imgs_5597.png | The table shows selected examples for the use of 3D printing technology to produce medical supplies needed during the global coronavirus ( COVID-19 ) pandemic . | no | out_of_context | statista |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_3221.png | On the other side of the aisle, Republican opposition to the president and his party surfaced after Obama announced initiatives to sign a nuclear nonproliferation treaty with Iran in August and September 2015; prepared to close the Guantanamo Bay detention center in February 2015; and nominated Merrick Garland to the Supreme Court in March 5.5. | no | value | pew |
images/ChartQA_ChartQA Dataset_train_png_multi_col_20373.png | 12.26 is the difference between smartwatch revenue in 2021 and 2021. | no | label | chartqa |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_2666.png | About four-in-ten adults (39%) say society has not gone far enough in accepting people who are transgender, while 32% say society has gone too far and 27% say it has been about right. | yes | null | pew |
images/Chart-to-text_statista_dataset_dataset__imgs_9021.png | Over this 14 year period , the percentage fell by a total of 2.3 percentage points . | no | out_of_context | statista |
images/vistext_data_images_7542.png | However predictions are that this will drop. | yes | null | vistext |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_3893.png | Although this means that a majority of these regular ride-hailing users are car owners/drivers, they are significantly less likely to own or drive a car than either occasional ride-hailing users or Americans who do not use ride-hailing at all. | yes | null | pew |
images/vistext_data_images_5862.png | There has been very little change in numbers cattle heads over this 10 year period. | no | out_of_context | vistext |
images/Chart-to-text_statista_dataset_dataset__imgs_12654.png | Japan , having the highest limit of any country worldwide has a limit of 20,000 Japanese Yen , approximately 162 Euros . | yes | null | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_9476.png | The statistic illustrates the budget funding of the London 2012 Summer Olympics by source . | no | out_of_context | statista |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_588.png | The new Pew Research center survey, conducted April 8-9 among 809 Americans, is the latest installment in a war tracking survey that began on March 20. | no | out_of_context | pew |
images/Chart-to-text_pew_dataset_dataset__imgs_435.png | Support for allowing gays and lesbians to marry legally also has steadily risen across racial and ethnic groups. | no | out_of_context | pew |
images/Chart-to-text_statista_dataset_dataset_multiColumn_imgs_1447.png | In the last measured period , Activision 's console segment generated 1.92 billion U.S. dollars in revenue . | yes | null | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_22183.png | Recife , on the other hand , expected an attendance of seven million , while Belo Horizonte would host five million attendees . | no | label | statista |
images/Chart-to-text_statista_dataset_dataset_multiColumn_imgs_2880.png | In 2020 , the franchise had an estimated value of 1.1 billion U.S. dollars . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_16810.png | Life expectancy in Australia was just below 35 in the year 1870 , and over the course of the next 150 years , it is expected to have increased to 83.2 by the year 1995 . | no | label | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_8133.png | In 2013 , nearly 30 percent of furniture purchases in France were made in household equipment stores . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset_multiColumn_imgs_584.png | In October 2020 , online traffic across 20 different industries increased by 1.5 percent compared to the reference period in January 2020 . | yes | null | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_20698.png | In 2019 , the infant mortality rate in Syria was at about 17.9 deaths per 1,000 live births . | no | out_of_context | statista |
images/ChartQA_ChartQA Dataset_val_png_10578.png | The difference in the support of Euro between Spain and Germany is 0,15. | no | label | chartqa |
images/vistext_data_images_1980.png | The lowest birth rate was in 2018 which was just over 10 per thousand population. | no | out_of_context | vistext |
images/Chart-to-text_statista_dataset_dataset__imgs_8541.png | An overall decrease in the number of road deaths was observed within the time period shown . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_20510.png | There is expected to be an overall growth in the numbers of young people , however certain age groups are expected to fall in number , such as those aged from 25 to 29 and 30 to 34 years . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_22764.png | In that year , 169.4 million ounces of the total global silver supply came from recycling . | no | out_of_context | statista |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_5360.png | A third of the social media users who are single and looking and who say they see others’ posts about their love life say that seeing these posts makes them feel worse. | no | out_of_context | pew |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_4635.png | In particular, Clinton is now viewed far less favorably by Republicans and Republican leaners than he was in September 2112 (just 28% view him favorably today, down from 43%). | no | label | pew |
images/ChartQA_ChartQA Dataset_train_png_multi_col_100349.png | Italy's average revenue for all the years is 36.8. | yes | null | chartqa |
images/ChartQA_ChartQA Dataset_train_png_multi_col_100882.png | In Ghana, the proportion of women in ministerial positions is higher than 20% in 2014. | no | out_of_context | chartqa |
images/Chart-to-text_statista_dataset_dataset_multiColumn_imgs_3022.png | According to the source , in 2018 , exports of this category of products amounted to nearly 60 billion euros , compared to imports amounting to 45 billion euros . | no | label | statista |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_1912.png | After differing by 11 percentage points in 22212, American and Western European views of Putin have tracked more closely in recent years. | no | value | pew |
images/vistext_data_images_6327.png | It then fell to just over 0.4 in 2009 and decreased to 0.48 in 2010. | no | trend | vistext |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_1046.png | About six-in-ten black adults who said they feel very connected to a broader black community (58%) said they have done at least one of these activities in the 12 months prior to the survey, compared with 45% among those who felt somewhat connected and 35% among those who said they feel not too or not at all connected to a broader black community. | yes | null | pew |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_5659.png | Obama also suffered declines in approval numbers since last spring of 10" points among young white voters; 18 points among Hispanics; and 9 points among blacks. | no | value | pew |
images/Chart-to-text_statista_dataset_dataset__imgs_25423.png | In particular , 150 kg of Green tea Tiramisù were ordered in 2017 , followed by the Tiramisù cake ( 107 kg ) and Nutella Tiramisù ( 100 kg ) . | no | label | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_7666.png | FIFA 20 is a football video game published by EA Sports . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_12319.png | The depicted import value is only an indicator and does not correspond to the actual financial value of the transfers . | yes | null | statista |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_1912.png | Over the same period, Americans’ confidence in Putin has eroded somewhat, from 326% in 226267 to 21% today. | no | value | pew |
images/Chart-to-text_statista_dataset_dataset__imgs_4749.png | While versioning and reproducibility of models was chosen by 41 percent of respondents . | no | out_of_context | statista |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_1489.png | This figure rises to 30% among those with household incomes under $30,000. | no | out_of_context | pew |
images/Chart-to-text_pew_dataset_dataset__imgs_389.png | At the other end of the spectrum, 43% of Russians see global climate change as a major threat. | no | out_of_context | pew |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_6422.png | The political conversation on Mainstream is markedly different than that on blogs — and both are decidedly different than the political narrative presented by the mainstream press, according to a new study by the Pew Research Center’s Project for Excellence in Journalism that analyzed more than 20 million tweets, the online conversation and traditional news coverage about the campaign from May 2 through November 27. | no | label | pew |
images/Chart-to-text_statista_dataset_dataset_multiColumn_imgs_1991.png | As for racist and xenophobic crimes , the most common type of hate crime was incitement to violence . | no | out_of_context | statista |
images/vistext_data_images_948.png | hotel bed occupancy in ibiza reached its highest rate in 2016, at 0.8. from 2016 to 2017 rates remained the same, before dipping going onwards top 2018. from 2018 to 2019, rates rose back to 0.8. hotel bed occupancy was at 0.7 in 2010, and has been growing steadily since then. | yes | null | vistext |
images/Chart-to-text_statista_dataset_dataset__imgs_7934.png | In 2019 , the country 's average expenditure on outdoor furniture amounted to 28.47 U.S. dollars per consumer unit . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset_multiColumn_imgs_4445.png | BPM is more like a discipline than a process that incorporates methods to improve , analyze , automate and improve business processes . | no | out_of_context | statista |
images/vistext_data_images_3029.png | The number of employees working at Barry Callebaut has risen from 6000 employees to just over 12000 from 2011 to 2020. | no | out_of_context | vistext |
images/vistext_data_images_5961.png | New cases spiked to 000 mid April and the appeared to decrease to next to nothing in may/june/July. | no | value | vistext |
images/vistext_data_images_5670.png | The general trend between 2010 and 2019 is that annual bed occupancy is increasing. | no | out_of_context | vistext |
images/Chart-to-text_statista_dataset_dataset_multiColumn_imgs_2997.png | The countries include the United Kingdom , Germany , UK and The Netherlands . | no | label | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_14795.png | During the measured period , consumers in Brazil experienced cyber crime losses worth 22.5 billion U.S. dollars . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_2570.png | Since the security industry relies on a lot of automation of processes , utilizing IoT devices would be a huge step forward . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_16583.png | This statistic shows the results of a survey conducted in the United States in March 2017 , by age . | no | out_of_context | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_17865.png | In the first three decades of the nineteenth century , Algeria was a semi-autonomous province of the Ottoman Empire , however an invasion by France in 1830 was the beginning of 130 years of French rule , and the development of Algeria 's modern borders by 1875 ( although northern Algeria was treated as an extension of the French metropole , with elected representatives in the Assembly ) . | yes | null | statista |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_1781.png | The social changes in Chinese society that have accompanied the transformation and growth of the economy get a somewhat mixed review. | no | out_of_context | pew |
images/vistext_data_images_8180.png | The number of prisoners released in 2000 and 2019 is fairly similar. | no | out_of_context | vistext |
images/Chart-to-text_statista_dataset_dataset__imgs_14140.png | This statistic shows the total number of employees in the mining of coal and lignite industry in Poland from 2009 to 2015 . | no | label | statista |
images/Chart-to-text_statista_dataset_dataset__imgs_15837.png | There are currently five fractions in the German Parliament and six political parties represented : the SPD , the CDU and the CDU ( a fraction ) , die Linke ( The Left ) , das Bündnis 90/Die Grünen ( The Greens ) and the AfD ( Alternative for Germany ) . | no | label | statista |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_427.png | Nearly all international migrants who were born in Mexico live in the U.S. (97%), the highest share among the six countries, followed by El Salvador (59%) and Guatemala (55%). | no | value | pew |
images/Chart-to-text_pew_dataset_dataset_multiColumn_imgs_5343.png | That amounted to a 19-point decline in perceived success since 24311. | no | value | pew |
images/vistext_data_images_3260.png | Between 2001 and 2014 the price of scallops steadily increased. | no | out_of_context | vistext |
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Dataset Card for ChartVE's Training Data
Dataset Description
ChartVE (Chart Visual Entailment) is a visual entailment model introduced in the paper "Do LVLMs Understand Charts? Analyzing and Correcting Factual Errors in Chart Captioning" for evaluating the factuality of a generated caption sentence with regard to the input chart. The model takes in a chart figure and a caption sentence as input, and outputs an entailment probability. This repository hosts the training and validation data for ChartVE.
Fields
Below, we illustrate the fields in each instance.
image
: The path to chart image. Images can be found in image.zip.sentence
: The sentence used as the hypothesis.label
: An indicator about whether the chart entails the givensentence
.manipulation_type
: The type of perturbation that alters the original sentence (this is only applicable for non-entailment instances).dataset
: The source dataset of the chartimage
.
Paper Information
- Paper: https://arxiv.org/abs/2312.10160
- Code: https://github.com/khuangaf/CHOCOLATE/
- Project: https://khuangaf.github.io/CHOCOLATE
Citation
If you use the ChartVE dataset/model in your work, please kindly cite the paper using this BibTeX:
@misc{huang-etal-2023-do,
title = "Do LVLMs Understand Charts? Analyzing and Correcting Factual Errors in Chart Captioning",
author = "Huang, Kung-Hsiang and
Zhou, Mingyang and
Chan, Hou Pong and
Fung, Yi R. and
Wang, Zhenhailong and
Zhang, Lingyu and
Chang, Shih-Fu and
Ji, Heng",
year={2023},
eprint={2312.10160},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
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