TALENT: Table VQA via Augmented Language-Enhanced Natural-text Transcription
Paper
• 2510.07098 • Published
qa_id stringlengths 6 30 | questionA stringlengths 58 192 ⌀ | answerA stringlengths 1 44 ⌀ | questionB stringlengths 74 200 ⌀ | answerB stringlengths 1 99 ⌀ |
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ATO_2019_page_29.pdf144160_1 | What is the average daily withdrawal quantity (MDWQ) per MMBtu of maximum storage quantity for the Distribution Segment? | 0.032853 MDWQ/MMBtu | null | null |
ATO_2019_page_29.pdf144160_101 | null | null | What is the percentage contribution of the 'Pipeline and Storage Segment' to the 'Total Contracted Storage Capacity' and 'Total Contracted Daily Withdrawal Quantity', and which contribution is higher? | Storage Contribution: 3.06%, Withdrawal Contribution: 4.37%. The withdrawal contribution is higher. |
AMZN_2013_page_34.pdf62033_0 | Based on the 2013 Net Sales and the Year-over-year Percentage Growth, what were the calculated Net Sales for the North America segment in 2012 ? | $34,779 | null | null |
AMZN_2013_page_34.pdf62033_0 | null | null | For the International segment, the impact of exchange rates on the year-over-year percentage growth for each year from 2011 to 2013. Which year saw the largest negative impact from exchange rates? | 2013 |
AKAM_2009_page_105.pdf30839_1 | What is the percentage change in the total fair value of outstanding units from 2006 to 2007? | 18.55% | null | null |
AKAM_2009_page_105.pdf30839_1 | null | null | For 2009, what was the net change in total fair value of units resulting from granted and vested/distributed activities? | 1,529.13 thousands |
ATO_2019_page_29.pdf144160_2 | For the Distribution Segment, which division has the highest withdrawal efficiency (Maximum Daily Withdrawal Quantity per Maximum Storage Quantity), and what are their respective efficiencies? | Louisiana Division with 0.069095 MDWQ/MMBtu | null | null |
ATO_2019_page_29.pdf144160_2 | null | null | What percentage of the Total Contracted Storage Capacity is contributed by the Pipeline and Storage Segment | 3.06% |
ATO_2016_page_49.pdf144249_1 | In 2016, what was the percentage contribution of the At-the-Market (ATM) Equity Sales Program to the total shares issued? | 55.50% | null | null |
ATO_2016_page_49.pdf144249_1 | null | null | Describe the trend in the proportion of shares issued under the 1998 Long-Term Incentive Plan relative to the total shares issued in 2014. | 6.57% |
AMZN_2004_page_54.pdf61939_1 | What was the weighted average interest rate for all cash equivalents and marketable fixed-income securities held in 2005? | 2.38% | null | null |
AMZN_2004_page_54.pdf61939_1 | null | null | By how many percentage points did the portfolio share of 'Treasory notes and bonds' change from 2005 to 2006 relative to the total securities for each year? | 31.49 percentage points |
ADS_2007_page_157.pdf8890_2 | Which business segment was the most active in acquisitions during 2005-2006? | Marketing Services | null | null |
ADS_2007_page_157.pdf8890_2 | null | null | What was the most common form of consideration used for acquisitions in the Marketing Services segment across all years? | Cash for Assets and Common Stock |
AKAM_2009_page_38.pdf30803_2 | In which quarter was the price range (the difference between the high and low price) the largest across all listed quarters? | Third Quarter, Fiscal 2008 | null | null |
AKAM_2009_page_38.pdf30803_2 | null | null | What was the percentage gain from the lowest price recorded in fiscal 2008 to the highest price recorded in fiscal 2009? | 184.00% |
AMZN_2004_page_46.pdf61933_1 | Using the absolute values for 'Technology and content' expenses, what was the calculated year-over-year percentage change from 2002 to 2003? | -3.62% | null | null |
AMZN_2004_page_46.pdf61933_1 | null | null | What were the implied total Net Sales for the company in 2004, based on the 'Fulfillment' expenses and its corresponding 'Percent of Net Sales'? | $6,945,847 thousand |
AMZN_2014_page_41.pdf61696_2 | What is the calculated 'Free cash flow less lease principal repayments' for 2013 when summing the relevant operating and repayment activities? | $1,251 | null | null |
AMZN_2014_page_41.pdf61696_2 | null | null | In 2014, what were the total principal repayments (capital and finance leases combined) as a percentage of the 'Net cash provided by operating activities'? | 20.75% |
AKAM_2010_page_50.pdf31091_1 | What was the effective tax rate in 2009, calculated as 'Provision for income taxes' as a percentage of 'Income before provision for income taxes'? | 39.29% | null | null |
AKAM_2010_page_50.pdf31091_1 | null | null | By how many percentage points did the operating margin, represented by 'Income from operations', change from 2008 to 2010? | -2.0 percentage points |
AKAM_2010_page_60.pdf31095_2 | What was the total net change in 'Marketing and related costs' from the end of fiscal year 2008 to the end of fiscal year 2010? | $1.8 | null | null |
AKAM_2010_page_60.pdf31095_2 | null | null | For the period '2009 to 2008', what was the combined net change for all expense categories *except* 'Payroll and related costs'? | -$1.9 |
ATO_2016_page_31.pdf144239_1 | What was the annual total return for the S&P 500 Index for the one-year period ending 9/30/2013? | 19.35% | null | null |
ATO_2016_page_31.pdf144239_1 | null | null | Over the full five-year period shown, by how many percentage points did Atmos Energy Corporation's total return outperform the Peer Group's total return? | 36.64 percentage points |
AKAM_2010_page_50.pdf31091_2 | What was the company's gross margin (calculated as 100% minus 'Cost of revenues') in 2010? | 70% | null | null |
AKAM_2010_page_50.pdf31091_2 | null | null | In 2008, what was the ratio of 'Sales and marketing' expenses to 'Research and development' expenses? | 4.2 |
AKAM_2014_page_38.pdf30860_0 | What was the company's implied total revenue for the year 2013, based on the 'Total sales and marketing' expense and its 'As a percentage of revenue' figure? | $1,575,169 | null | null |
AKAM_2014_page_38.pdf30860_0 | null | null | For the change between 2013 and 2014, what percentage of the increase in 'Total sales and marketing' expenses was caused by the increase in 'Payroll and related costs'? | 74.24% |
1-14562722-2.html.csv_6 | How many days elapsed between the release of Volume 4 in region 1 and its release in region 4? | 702 days | null | null |
1-14562722-2.html.csv_6 | null | null | What was the average time in days between the release of consecutive volumes in region 1? | 57.75 days |
1-14139408-1.html.csv_0 | What was the racer's podium finish rate (podiums divided by races) for the 2007 season? | 11.76% | null | null |
1-14139408-1.html.csv_0 | null | null | What was the racer's average points scored per race across their entire career in the moto2 class (2010-2013)? | 6.63 |
1-1341453-32.html.csv_2 | What was the average margin of victory for all winning Republican candidates listed as 're-elected'? | 27.7% | null | null |
1-1341453-32.html.csv_2 | null | null | Among all re-elected incumbents, what was the difference in years served between the longest-serving and shortest-serving member at the time of the election? | 16 years |
1-23466021-4.html.csv_7 | What was the team's average points scored per game in all games played at 'skydome'? | 42.86 | null | null |
1-23466021-4.html.csv_7 | null | null | What was the difference in the margin of victory between the game with the highest attendance and the game with the lowest attendance? | 9 |
1-21486890-1.html.csv_1 | Using the formula for batting average (Runs Scored / (Innings - Not Out)), what is the calculated career average for Michael Hussey? | 48.16 | null | null |
1-21486890-1.html.csv_1 | null | null | What was Ricky Ponting's century conversion rate, defined as the percentage of his 50+ scores that were centuries (100s / (50s + 100s))? | 26.13% |
1-1139835-3.html.csv_9 | What was the average total points scored per game across all grand finals listed for the 1970s (1977-1979)? | 138 | null | null |
1-1139835-3.html.csv_9 | null | null | What was the average winning margin for the team 'hawthorn' in the grand finals they won? | 21 |
1-20726262-2.html.csv_5 | How many days passed between the original air date of the first episode ('pilot') and the last episode shown ('the sleep of babies')? | 77 | null | null |
1-20726262-2.html.csv_5 | null | null | What percentage of the episodes listed in the table were written or co-written by Kurt Sutter? | 50% |
1-21486890-1.html.csv_2 | What percentage of Michael Bevan's career innings resulted in him being 'not out'? | 34.18% | null | null |
1-21486890-1.html.csv_2 | null | null | Who had a higher average of runs scored per match played: Matthew Hayden or Adam Gilchrist? | Matthew Hayden |
1-23297-3.html.csv_2 | What was the total number of games played in the 2001 Canada (montreal) final? | 30 | null | null |
1-23297-3.html.csv_2 | null | null | Based on the outcomes listed, what was this player's win percentage in tournament finals played on a 'hard' surface? | 50% |
1-18914438-1.html.csv_1 | By dividing the total runs conceded by the total wickets taken, what is the calculated career bowling average for Dennis Lillee? | 23.92 | null | null |
1-18914438-1.html.csv_1 | null | null | What was Shane Warne's career strike rate, calculated as the total number of balls bowled per wicket taken? (Note: An over has 6 balls and the '.1' in the overs column represents 1 ball). | 57.49 |
1-11452830-2.html.csv_0 | What was the team's average points scored in the games they lost? | 15.18 | null | null |
1-11452830-2.html.csv_0 | null | null | What was the difference in average attendance between games this team won and games they lost? | 7708.11 |
1-12232843-1.html.csv_2 | How many total championships did Matthew Hughes win across all categories listed in the table? | 10 | null | null |
1-12232843-1.html.csv_2 | null | null | In how many different event categories did Richard Vaughan win a championship? | 2 |
1-1341690-20.html.csv_1 | What was the average margin of victory across all contested districts shown in the table (i.e., excluding Maryland 7)? | 30.95% | null | null |
1-1341690-20.html.csv_1 | null | null | What was the difference in years between the 'first elected' date of the longest-serving incumbent (Clarence Long) and the shortest-serving incumbent (Robert Bauman)? | 11 years |
1-24212608-1.html.csv_6 | What was the average viewership in millions for the episodes presented by Myleene Klass? | 6.35 million | null | null |
1-24212608-1.html.csv_6 | null | null | What was the percentage increase in viewership from the first episode presented by Jake Humphrey to the second one? | 13.87% |
1-1341586-44.html.csv_0 | What was the average year of first election for all the Democratic incumbents listed? | 1974 | null | null |
1-1341586-44.html.csv_0 | null | null | What percentage of the Republican-won districts had a margin of victory greater than 35 percentage points? | 42.86% |
nu-1153 | How many years elapsed between the invention of Paper and the invention of the Bicycle? | 1711 years | null | null |
nu-1153 | null | null | What percentage of the robots listed have an occupation that contains the word 'Man'? | 24% |
nu-1402 | What was the time difference in minutes and seconds between the 3rd place finisher (Ausmaid) and the 4th place finisher (Ragamuffin)? | 9 minutes, 0 seconds | null | null |
nu-1402 | null | null | What percentage of the yachts that finished in the top 10 were from the state 'NSW'? | 50% |
nu-121 | What percentage of Greece's total medals were gold medals? | 31.58% | null | null |
nu-121 | null | null | Using a weighted scoring system where Gold=3 points, Silver=2 points, and Bronze=1 point, what is the difference between the scores of France and Spain? | 28 |
nu-1160 | What is the difference in distance between the athlete's best Discus throw result and their worst Discus throw result? | 6.52 m | null | null |
nu-1160 | null | null | What was the athlete's average result in the Shot put event across all listed competitions? | 18.10 m |
nu-119 | Across their initial match and the replay in Tie 6, how many total goals did Blackburn Rovers score (excluding penalty shootouts)? | 5 | null | null |
nu-119 | null | null | What was the average attendance for all the 'Replay' matches listed in the table? | 22,602.5 |
nu-1493 | What is the total distance, in kilometers, of all stages that included mountains ('Stage with mountain(s)')? | 1945 km | null | null |
nu-1493 | null | null | What was the average length in kilometers of the stages won by Charles Pélissier? | 180.8 km |
nu-1061 | What was the athlete's average time in the 200 m event across all competitions listed in the table? | 21.04 seconds | null | null |
nu-1061 | null | null | What is the difference in seconds between the athlete's fastest and slowest recorded times in the 60 m event? | 0.16 seconds |
nu-1503 | What was this player's career goals-per-game ratio, based on the sum of the individual season data? | 0.02 | null | null |
nu-1503 | null | null | By how much does the 'Totaal' for 'Games' shown in the table differ from the actual sum of the games listed per season? | 81 |
nu-1129 | Assuming all variables and add-ons were met, what was the combined total transfer fee in millions of euros for Cesc Fàbregas and Alexis Sánchez? | €71 million | null | null |
nu-1129 | null | null | How much more, in millions of euros, was spent in total on the listed transfers in 2010 compared to 2012? | €7.3 million |
nu-1405 | What was the time difference in seconds between the athlete who finished 4th and the athlete who finished 10th? | 1.36 seconds | null | null |
nu-1405 | null | null | What was the average time for the three medal winners (ranks 1, 2, and 3)? | 1:46.72 |
nu-1467 | What was the team's average point differential (points scored minus points allowed) in their home games? | -5.63 | null | null |
nu-1467 | null | null | How many more games did the team win in the second half of the season (Weeks 9-16) compared to the first half (Weeks 1-8)? | 3 |
nu-1355 | What was this actor's award win percentage for the television series 'Two and a Half Men'? | 16.67% | null | null |
nu-1355 | null | null | How many years passed between the actor's first listed win and their last listed win? | 23 years |
nu-1469 | What percentage of the first 13 picks were used to select players listed as 'Halfback'? | 30.77% | null | null |
nu-1469 | null | null | What was the average pick number for the players selected by the Baltimore Colts? | 2 |
nu-1152 | By subtracting 'Deaths per year' from 'Live births per year', what is the calculated 'Natural change per year' for the 1980-1985 period? | 193,000 | null | null |
nu-1152 | null | null | What was the total percentage decrease in the Infant Mortality Rate (IMR) from the first period (1950-1955) to the last period (2005-2010)? | 44.83% |
nu-1064 | What percentage of the players with a listed nationality were from Canada? | 57.14% | null | null |
nu-1064 | null | null | What was the average pick number for all players drafted at the 'Centre' position? | 159.33 |
nu-1153 | How many years elapsed between the invention of Paper and the invention of the Bicycle? | 1711 years | null | null |
nu-1153 | null | null | What percentage of the robots listed have an occupation that contains the word 'Man'? | 24% |
nu-1402 | What was the time difference in minutes and seconds between the 3rd place finisher (Ausmaid) and the 4th place finisher (Ragamuffin)? | 9 minutes, 0 seconds | null | null |
nu-1402 | null | null | What percentage of the yachts that finished in the top 10 were from the state 'NSW'? | 50% |
nu-121 | What percentage of Greece's total medals were gold medals? | 31.58% | null | null |
nu-121 | null | null | Using a weighted scoring system where Gold=3 points, Silver=2 points, and Bronze=1 point, what is the difference between the scores of France and Spain? | 28 |
nu-1160 | What is the difference in distance between the athlete's best Discus throw result and their worst Discus throw result? | 6.52 m | null | null |
nu-1160 | null | null | What was the athlete's average result in the Shot put event across all listed competitions? | 18.10 m |
nu-119 | Across their initial match and the replay in Tie 6, how many total goals did Blackburn Rovers score (excluding penalty shootouts)? | 5 | null | null |
nu-119 | null | null | What was the average attendance for all the 'Replay' matches listed in the table? | 22,602.5 |
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ReTabVQA: Reasoning-Oriented Table VQA Benchmark
ReTabVQA (Reasoning Table VQA) is a manually curated benchmark designed to evaluate multi-step quantitative reasoning over tabular images. It extends and refines the TableVQA-Bench dataset by introducing complex, compositional question–answer pairs that go beyond direct value lookup.
💡 Motivation
While existing datasets such as TableVQA-Bench focus primarily on direct retrieval questions (e.g., locating a single cell value), they offer limited coverage of reasoning-oriented tasks that require integration, arithmetic, or comparison across multiple data points. ReTabVQA was developed to address this gap — providing a testbed for evaluating reasoning capabilities of vision-language and large language models in table-based visual question answering.
📘 Dataset Overview
Total Table Images: 60
Total QA Pairs: 120
Domains: Financial Reports, Sports Statistics, Survey Results, and Scientific Tables
QA Composition: Each table contains two reasoning-oriented questions involving multi-step calculations, logical comparisons, or numerical synthesis.
🚀 Intended Use
ReTabVQA is suitable for:
Evaluating vision–language models (VLMs) and LLMs on tabular reasoning tasks.
Training models that combine numerical reasoning and visual table understanding.
Benchmarking progress in multimodal compositional reasoning.
📜 Citation
If you use this dataset, please cite:
@misc{yutong2025talenttablevqaaugmented, title={TALENT: Table VQA via Augmented Language-Enhanced Natural-text Transcription}, author={Guo Yutong and Wanying Wang and Yue Wu and Zichen Miao and Haoyu Wang}, year={2025}, eprint={2510.07098}, archivePrefix={arXiv}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2510.07098}, }
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