Datasets:

jzhuang
/

WildTableBench

image_id int64	index int64	uuid string	question string	category string	category_name string	subtype_id string	subtype_name string	ground_truth string
1	1	wtb_001_q1	Consider all trades using the “Breakout” strategy. Based only on this page of data, what is its win rate? (Win rate = number of profitable trades ÷ total Breakout trades). Please express your answer as a percentage rounded to two decimal places.	C2	Numerical	C2-C	Conditional Numerical	28.57%
2	1	wtb_002_q1	Tom is trying to lose weight. His recommended daily calorie intake is 1500–2000. Using the chart values, calculate the total calories in his lunch: Small French Fries (2.6 oz) Large Apple (8 oz) Pecan Pie (1/8 of 9" pie) Regular Soda (12 fl. oz) What is the total calorie intake (C) for this meal?	C2	Numerical	C2-M	Multi-step Conditional	960 C
3	1	wtb_003_q1	You are a traveler returning home from Narita Airport. Your flight departs from Terminal 1 at 3:30 PM, and you must arrive at the terminal by 1:30 PM for check-in. Based on the “Bound for Narita Airport” timetable, if you depart from Tokyo Sta. Yaesu South Gate, what is the latest bus you can take to reach Terminal 1 b...	C1	Cell-Level	C1-S	Semantic Lookup & Struct.	12:20
4	1	wtb_004_q1	If you depart from CHICAGO (Union Station) at or after 4:30 PM, what is the latest train departure time that will still get you to Lake Cook Rd. before 6:45 PM?	C1	Cell-Level	C1-S	Semantic Lookup & Struct.	5:58 PM
5	1	wtb_005_q1	How many Hayabusa trains operate per day in total?	C2	Numerical	C2-B	Basic Numerical	35
5	2	wtb_005_q2	Among all trains, which train number makes the most stops?	C2	Numerical	C2-R	Ranking	Yamabiko No. 347
5	3	wtb_005_q3	True or False: There are a total of 42 Yamabiko train services operating per day.	C3	Verification	C3-V	Value Verification	True
5	4	wtb_005_q4	How many trains are there in total?	C2	Numerical	C2-B	Basic Numerical	94
6	1	wtb_006_q1	It’s Monday morning, and you will be departing from near 66th St & I-35W. You need to arrive at Mall of America Station before 9:30 AM for an interview. Based on the schedule, what is the latest train you can take that will still get you there on time?	C1	Cell-Level	C1-S	Semantic Lookup & Struct.	9:05 AM
6	2	wtb_006_q2	It is Friday evening, and you are planning to attend a concert at Mall of America Station before 8:30 PM. You will be boarding the train at 66th St and Portland Ave. Based on the timetable, what is the latest train you could take that would still get you there on time?	C1	Cell-Level	C1-S	Semantic Lookup & Struct.	7:59 PM
6	3	wtb_006_q3	A train that arrives at Mall of America Station at 6:29 PM—when does it pass through 66th St and Richfield Pkwy Station?	C1	Cell-Level	C1-S	Semantic Lookup & Struct.	6:19 PM
6	4	wtb_006_q4	When does a train that arrives at Mall of America Station at 9:49 PM pass through 66th St & I-35W?	C1	Cell-Level	C1-S	Semantic Lookup & Struct.	9:30 PM
6	5	wtb_006_q5	A train that arrives at Mall of America Station at 9:29 PM—at what station does it pass through at 9:15 PM?	C1	Cell-Level	C1-S	Semantic Lookup & Struct.	66th St and Nicollet Ave Station
6	6	wtb_006_q6	A train departing from Mall of America Station at 6:29 PM—at which station does it pass through at 6:49 PM?	C1	Cell-Level	C1-S	Semantic Lookup & Struct.	66th St & I-35W
6	7	wtb_006_q7	True or False: A train departing from Mall of America Station at 9:29 PM passes through 66th St & Nicollet Ave at 9:42 PM.	C3	Verification	C3-V	Value Verification	True
7	1	wtb_007_q1	How many items are listed as having the specific benefit 'Protects Your Heart' or 'Protects Against Heart Disease'?	C2	Numerical	C2-C	Conditional Numerical	24
8	1	wtb_008_q1	3 Av–149 St (2,5) Station is one of the busiest stations in the Bronx. Based on the absolute decrease in ridership from 2018 to 2019, if the same decrease continues in 2020, what would be the predicted ridership for the station in 2020?	C4	Hypothetical	C4-H	Hypothetical Condition	21977
9	1	wtb_009_q1	True or False: There are 20 RFs shown in the chart.	C3	Verification	C3-V	Value Verification	True
9	2	wtb_009_q2	True or False: There are 16 LFs shown in the chart.	C3	Verification	C3-V	Value Verification	True
9	3	wtb_009_q3	How many 1B values are shown in this chart?	C2	Numerical	C2-B	Basic Numerical	17
10	1	wtb_011_q1	On 4/10/2020, what percentage of total Views came from External traffic source? Round the answer to two decimal places.	C2	Numerical	C2-C	Conditional Numerical	66.57%
11	1	wtb_012_q1	Count the number of cells with green-colored text in the “vs Budget#” column where the Budget value is greater than 0, and list the corresponding entries from the “Description Profit & Loss Statement” column exactly as shown in the table.	C5	Color	C5-R	Color-based Reasoning	3 01 - Distributor 02 - Export 03 - WholeSale
11	2	wtb_012_q2	List, in the order they appear in the table, all the entries from the “Description Profit & Loss Statement” column that correspond to cells with green-colored text in the “vs Budget#” column, exactly as shown.	C1	Cell-Level	C1-T	Transcription	1. 01 - Distributor 2. 02 - Export 3. 03 - WholeSale 4. 04 - Discount 5. 05 - Return 6. 07 - Cost of Sales 7. 08 - Travel and Expenses 8. 09 - General Expenses 9. 13 - Marketing
12	1	wtb_013_q1	How much total revenue did Body Care generate in 2024 and 2025?	C2	Numerical	C2-C	Conditional Numerical	$2040570
13	1	wtb_014_q1	Transcribe all values from data rows 8–12 (with row 1 as the header) for columns B–F, in row-major order. If there are any spelling errors in the table, ignore them and transcribe the values exactly as they appear.	C1	Cell-Level	C1-T	Transcription	Row 8: Peru, 10,000, 2440, 2,857, 20 Row 9: Argentina, 5,000, 2,000, 1,429, 90 Row 10: Brazil, 15,000, 14,431, 1,429, 30 Row 11: Chicaco, 1,500, 3000, 1,429, 15 Row 12: Chile, 3,500, 4000, 1,429, 40
14	1	wtb_015_q1	For all tasks with a 'Percent Complete' greater than 75%, what is the total variance between the 'Estimate Total' and 'Actual Total'?	C2	Numerical	C2-M	Multi-step Conditional	0
15	1	wtb_016_q1	How many cells in the figure contain white text, excluding those where the text is cut off or only partially displayed?	C5	Color	C5-C	Color-based Counting	9
16	1	wtb_017_q1	Within rows 28–34, among cases with Created On = 5/11/2016, how many cases are there for each of the following Origins: Email, Web, and Phone?	C2	Numerical	C2-M	Multi-step Conditional	- Email: 4 - Web: 0 - Phone: 1
16	2	wtb_017_q2	Please provide the value contained in cell G28.	C1	Cell-Level	C1-L	Cell Locating	Email
17	1	wtb_018_q1	True or False: The value in cell D11 is '$199.00', and the value in cell D28 is '$549.00'.	C3	Verification	C3-V	Value Verification	True
18	1	wtb_019_q1	Using the table data, calculate two sums: Sum 1: Net Cash Flow for all months where Positive > 0. Sum 2: Absolute value of Net Cash Flow for all months where Negative >1500. Provide both sums.	C2	Numerical	C2-C	Conditional Numerical	Sum 1: 13327 Sum 2: 13090
19	1	wtb_020_q1	Sum all cells filled with a yellow background. Treat any blank cells as 0.	C5	Color	C5-R	Color-based Reasoning	20000
20	1	wtb_021_q1	Identify the background color(Blue, yellow or purple) of the 'CanFan 10" HO' row band and state the entry (E/R/blank) shown in that same row under the 'Can75 (300-600)' column.	C5	Color	C5-I	Color Identification	Blue, R
21	1	wtb_022_q1	True or False: In the range 'Ciudad Nac.', there are exactly 10 occurrences of 'Tacna'.	C3	Verification	C3-A	Aggregate Verification	True
22	1	wtb_023_q1	Using only the blue-shaded rows dated 01-07-2022 to 05-07-2022, compute [sum of Profit for Ben] − [sum of Profit for Jacob]. What is the resulting difference?	C5	Color	C5-R	Color-based Reasoning	62.36
23	1	wtb_024_q1	Calculate the total 'Matches Won' for all 'Beginner' players with a 'Good' footwork evaluation.	C2	Numerical	C2-C	Conditional Numerical	133
24	1	wtb_025_q1	Assuming rows with Y < 0 are removed, what is the earliest time among all green-highlighted cells across the table?	C5	Color	C5-R	Color-based Reasoning	19/07 18:23:05
25	1	wtb_026_q1	What is the value in cell H16?	C1	Cell-Level	C1-L	Cell Locating	315540
25	2	wtb_026_q2	Please list every value that appears in column H for those rows in which the 'Zemlja' column is either 'Argentina' or 'Australija', from top to bottom, separated by commas.	C1	Cell-Level	C1-T	Transcription	788456, 738959, 661675, 759666, 315540, 921179, 578582, 191904, 481465, 88103
26	1	wtb_028_q1	In the EXPENSES table, if any row where ACTUAL exceeds BUDGET by at least $50 (e.g., Dining out $230 vs $150) is excluded before totaling, what would be the new ACTUAL TOTAL?	C4	Hypothetical	C4-R	Row Operation	$990
27	1	wtb_029_q1	What is the average duration for tasks with Priority set to “High”? round the result to one decimal places.	C2	Numerical	C2-C	Conditional Numerical	26.3
28	1	wtb_030_q1	After removing the bottom eight rows of the table, what is the average value in the “Stock Picks” column for the remaining rows? Give your answer to one decimal place.	C4	Hypothetical	C4-R	Row Operation	72.5
29	1	wtb_031_q1	What is the value shown in cell L12?	C1	Cell-Level	C1-L	Cell Locating	0.95
30	1	wtb_033_q1	How many `cust_no` entries are in the table, ignoring any incomplete or partially visible cells?	C1	Cell-Level	C1-F	Excel Formula	15
31	1	wtb_034_q1	What is the value located at cell E16?	C1	Cell-Level	C1-L	Cell Locating	$765443
31	2	wtb_034_q2	What is the value located at cell F22?	C1	Cell-Level	C1-L	Cell Locating	$2,889
32	1	wtb_035_q1	Filter the table to rows where CALL = “BUY+” and IV PE ≥ 50. Among these rows, identify the STRIKE PRICE with the highest VOLUME PE and report its LTP PE.	C2	Numerical	C2-M	Multi-step Conditional	289.95
32	2	wtb_035_q2	Which STRIKE PRICE cell in the visible range is filled bright red?	C5	Color	C5-I	Color Identification	21300
33	1	wtb_036_q1	Among the first 5 rows, if any row with status 'Expired' is updated to 'Used' and its 'Used Count' is set to 1, what would be the total number of rows in the entire table where 'Used Count' equals 1?	C4	Hypothetical	C4-H	Hypothetical Condition	14
34	1	wtb_037_q1	What is the sum of the 'Total Production' in tonnes for the first five countries listed in the 'South America' section?	C2	Numerical	C2-B	Basic Numerical	12,766,171
35	1	wtb_039_q1	What will be the resulting value in cell K12 after inserting two rows below ID 103?	C4	Hypothetical	C4-R	Row Operation	$832
36	1	wtb_040_q1	Among Housing, Utilities, Transportation, Groceries, Going out, and Wellness in the beige 'Expenses' section, which category ranks second by the 'Total' column?	C2	Numerical	C2-R	Ranking	Transportation
37	1	wtb_041_q1	What is the value in cell E14?	C1	Cell-Level	C1-L	Cell Locating	56
37	2	wtb_041_q2	What is the average age of all individuals listed in the table? Round the result to two decimal places.	C2	Numerical	C2-B	Basic Numerical	39.43
37	3	wtb_041_q3	What is the value in cell E5?	C1	Cell-Level	C1-L	Cell Locating	27
37	4	wtb_041_q4	List the ages of all rows where the Literacy Status is"Uneducated".	C1	Cell-Level	C1-S	Semantic Lookup & Struct.	34, 43, 23, 54
38	1	wtb_042_q1	Extract and list all valid values in column E from top to bottom, excluding incomplete cells.	C1	Cell-Level	C1-T	Transcription	991-843-0786, 657-712-7603, 376-981-7898, 419-463-3394, 715-615-6100, 875-601-0276, 603-671-2137, 762-443-0119, 810-978-9277, 356-643-4307, 893-636-2501, 482-188-6646, 921-908-7852, 297-642-4415, 574-124-1058, 591-391-9856, 160-768-3158, 786-967-5204, 561-817-6679, 500-895-0539, 885-230-8325
38	2	wtb_042_q2	What is the value in cell E8?	C1	Cell-Level	C1-L	Cell Locating	603-671-2137
39	1	wtb_043_q1	What is the value for 13th July?	C1	Cell-Level	C1-S	Semantic Lookup & Struct.	1423
40	1	wtb_044_q1	After removing all rows with a 'Price' less than $10 in the table, what is the average 'Total Return in 2017' for the Consumer Discretionary sector? Give your answer to one decimal place.	C4	Hypothetical	C4-R	Row Operation	20.3%.
41	1	wtb_045_q1	Transcribe all numeric values within the merged “HET – Bite – Mid” rows, listing values from left to right and top to bottom.	C1	Cell-Level	C1-T	Transcription	35.96%, 40.34%, 5.87%, 2.63%, 25.58%, 0.00%, 24.29%, 11.05%, 8.23%, 1.32%, 0.66%, 3.42%, 0.00%, 4.18%
42	2	wtb_046_q2	How many participants have “Urban” as their location?	C2	Numerical	C2-C	Conditional Numerical	350
43	1	wtb_047_q1	How many yellow-highlighted schedule cells that contain the text ‘Hi’ appear in the timetable from Monday through Saturday (inclusive) across all staff rows?	C5	Color	C5-R	Color-based Reasoning	6
44	1	wtb_048_q1	Please list the dates(YYMMDD) of all public/statutory holiday.	C1	Cell-Level	C1-T	Transcription	061225, 061226, 070101, 070528, 070827
44	2	wtb_048_q2	How many Annual Leave Full Day has the employee taken in total?	C2	Numerical	C2-C	Conditional Numerical	25
44	3	wtb_048_q3	True or False: There are 5 public/statutory holidays shown in the figure.	C3	Verification	C3-V	Value Verification	True
45	1	wtb_050_q1	Filter the table to show only issues with 'High' priority and 'In Progress' status. What is the total number of these issues?	C2	Numerical	C2-C	Conditional Numerical	3
46	1	wtb_051_q1	Filter the table to stocks with a P/L % less than -50%. Among these, calculate the sum of the 'Total cost' for 'Basic Materials' sector only.	C2	Numerical	C2-M	Multi-step Conditional	$3,630.70
46	2	wtb_051_q2	How many rows have their 'QTY' column background colored in yellow?	C5	Color	C5-C	Color-based Counting	0
47	1	wtb_052_q1	After removing rows where the 'Price' is greater than 50, what is the new average 'Discount' for the remaining rows? Give your answer to three decimal places.	C4	Hypothetical	C4-R	Row Operation	0.119
47	2	wtb_052_q2	After removing rows where the 'Price' is greater than 50, what is the new average 'Price' for the remaining rows? Give your answer to three decimal places.	C4	Hypothetical	C4-R	Row Operation	29.244
48	1	wtb_053_q1	Filter the rows where Total Quantity > 300. What is the total inventory profit for the filtered rows?	C2	Numerical	C2-C	Conditional Numerical	273,989,800
48	2	wtb_053_q2	Filter the rows where Total Quantity > 300. List the corresponding Inventory Profit values from top to bottom, separated by commas, without thousand separators.	C1	Cell-Level	C1-T	Transcription	47208000,6786000,17815500,18078000,36202000,7551600,42796500,38976000,43267000,4649200,10660000
49	1	wtb_054_q1	What is the average value of the “StrikePrice” column?	C2	Numerical	C2-B	Basic Numerical	7109.09
50	1	wtb_055_q1	Transcribe all values from columns E to H, row by row, from top to bottom and from left to right. Include header rows.	C1	Cell-Level	C1-T	Transcription	Drive, Cab, Bed, Engine \| 4X4, SCREW, 5.5, 5.0L NA \| 4X4, SCREW, 5.5, 5.0L NA \| 4X4, SCREW, 6.5, 5.0L NA \| 4X4, SCREW, 6.5, 5.0L NA \| 4X4, SCREW, 5.5, 3.5L EB \| 4X4, SCREW, 6.5, 3.5L EB \| 4X4, SCREW, 5.5, 5.0L NA \| 4X2, SCREW, 5.5, 2.7L EB \| 4X4, SCREW, 6.5, 3.5L EB \| 4X4, SCREW, 6.5, 3.5L EB \| 4X4, SCREW, 6.5, 3.5L EB...
50	2	wtb_055_q2	Filter the table to rows where Cab = 'SCREW' and Engine = '5.0L NA', then calculate the total Payload for rows where Drive = '4X4'.	C2	Numerical	C2-M	Multi-step Conditional	10808
51	1	wtb_056_q1	True or False: The average weight for the week is 149.57 LBS.	C3	Verification	C3-A	Aggregate Verification	True
52	1	wtb_057_q1	What is the value in cell H35?	C1	Cell-Level	C1-L	Cell Locating	8
53	1	wtb_058_q1	Which drivers consistently maintained a top 10 speed ranking across all four segments (from #1 to #4)?	C2	Numerical	C2-M	Multi-step Conditional	Michael McDowell and Chris Buescher
54	1	wtb_059_q1	What is the total number of entries in this log?	C2	Numerical	C2-B	Basic Numerical	17
55	1	wtb_060_q1	For all products with a 'Status' of 'Order Now', what is the total 'Stock'? Provide your answer to the nearest whole number.	C2	Numerical	C2-C	Conditional Numerical	692
55	2	wtb_060_q2	If all rows with 'Left' greater than 20 are removed, what would be the total 'Ordered' for the remaining rows? Round your answer to two decimal places.	C4	Hypothetical	C4-R	Row Operation	774
56	1	wtb_061_q1	What is the item price of "SHIRTS" in row 9?	C1	Cell-Level	C1-L	Cell Locating	$ 8.50
57	1	wtb_062_q1	For the 'Kelty Coyote 80 Pack', what is the total sales amount from month 6 through month 8?	C2	Numerical	C2-M	Multi-step Conditional	$82,138
58	1	wtb_063_q1	Assuming Revenue scales proportionally with Attendance, calculate the new Revenue for Sep-14 if the Attendance % is adjusted to 85%. Round all intermediate calculations to two decimal places.	C4	Hypothetical	C4-M	Value Modification	$289,594.56
59	1	wtb_065_q1	Which team member has the greatest count of ‘In Progress’ tasks, and what is the exact count?	C2	Numerical	C2-M	Multi-step Conditional	Pam, 2
60	1	wtb_066_q1	Based only on the rows visible in the image, filter the 2024–25 Projected Expenses table to include only entries where the Budget value is negative. What is the total sum of these negative Budget amounts?	C2	Numerical	C2-C	Conditional Numerical	-$65,450.00
61	1	wtb_067_q1	In the South division table, what is the value of C6	C1	Cell-Level	C1-L	Cell Locating	-8926
62	1	wtb_068_q1	If a new row is added with Product Name 'Product Name 101', KPI 1 = 1,500, KPI 2 = 400, KPI 3 = 40%, KPI 4 = -60, KPI 5 = 500, how many products would then have KPI 4 values less than -50?	C4	Hypothetical	C4-R	Row Operation	5
63	1	wtb_069_q1	How many cells in the figure are filled with green?	C5	Color	C5-C	Color-based Counting	0
64	1	wtb_071_q1	What is the value in the 12th row of the 'Cost per Yard' column.	C1	Cell-Level	C1-L	Cell Locating	15.15
65	1	wtb_072_q1	what the value in E5?	C1	Cell-Level	C1-L	Cell Locating	10.00
66	1	wtb_073_q1	True or False: If Tring 1 gains 2 wins and 1 draw in their upcoming matches, while all other teams’ points remain unchanged, and ties are broken by goal difference, Tring 1’s ranking becomes 11th.	C3	Verification	C3-V	Value Verification	True
67	1	wtb_074_q1	After removing rows where the 'Cash Tips' are less than $40.00, what is the new 'Total Tips' for the remaining rows? Give your answer to one decimal place.	C4	Hypothetical	C4-R	Row Operation	569
68	1	wtb_075_q1	If Johanna's marks for 'Science' were increased by 10 points, what would her total marks be across all subjects?	C4	Hypothetical	C4-M	Value Modification	247
69	1	wtb_076_q1	True or False: Among employees with 'Tunjangan' greater than Rp 200.000, exactly 3 have a 'Total Gaji' greater than Rp 4.000.000.	C3	Verification	C3-C	Conditional Verification	True
70	1	wtb_078_q1	After removing all entries where "Quantity in Reorder" equals 100, what is the sum of the remaining "Inventory Value"?	C4	Hypothetical	C4-R	Row Operation	$48,213
70	2	wtb_078_q2	For all items with a 'Reorder Time in Days' greater than 10, what is the average 'Unit Price'? Round the result to two decimal places.	C2	Numerical	C2-C	Conditional Numerical	40.67
71	1	wtb_079_q1	According to Table 6, how many rows have the value 'SINGLY' in the eighth column and the value 'Doubly' in the tenth column?	C2	Numerical	C2-M	Multi-step Conditional	2
72	1	wtb_080_q1	What is the average price for properties with a 'Fixed' mortgage type and more than 3 bedrooms?	C2	Numerical	C2-M	Multi-step Conditional	413401.67

End of preview. Expand in Data Studio

WildTableBench

[Paper] [GitHub]

WildTableBench is a benchmark for evaluating multimodal foundation models on table understanding in the wild.

402 real-world table images collected from diverse domains
928 questions across 5 categories and 17 subtypes
Covers numerical reasoning, verification, cell locating, structural understanding, and more

Dataset Structure

WildTableBench/
├── metadata.csv       # 928 questions with labels
└── images/            # 402 table images (1.jpg … 402.jpg)

`metadata.csv` columns

Column	Description
`file_name`	Relative path to the image (e.g. `images/1.jpg`)
`image_id`	Image index (1–402)
`index`	Question index within the image (1, 2, …)
`uuid`	Unique question ID (e.g. `wtb_001_q1`)
`question`	Question text
`category`	Category ID (C1–C5)
`category_name`	Category name
`subtype_id`	Subtype ID (e.g. `C2-C`)
`subtype_name`	Subtype name
`ground_truth`	Ground truth answer

Question Categories

ID	Name	Subtypes
C1	Cell-Level	Transcription, Cell Locating, Semantic Lookup & Struct., Excel Formula
C2	Numerical	Basic Numerical, Conditional Numerical, Multi-step Conditional, Ranking
C3	Verification	Value Verification, Aggregate Verification, Conditional Verification
C4	Hypothetical	Hypothetical Condition, Value Modification, Row Operation
C5	Color	Color Identification, Color-based Counting, Color-based Reasoning

Usage

from datasets import load_dataset

dataset = load_dataset("jzhuang/WildTableBench")

Citation

@article{huang2025wildtablebench,
  title={WildTableBench: Benchmarking Multimodal Foundation Models on Table Understanding In the Wild},
  author={Junzhe Huang and Xiaoxiao Sun and Yan Yang and Yuxuan Hou and Ruotian Zhang and Sirui Li and Hehe Fan and Serena Yeung-Levy and Xin Yu},
  journal={arXiv preprint arXiv:2605.01018},
  year={2025},
}