Table and figure understanding
Collection
2 items • Updated
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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 5 new columns ({'table_footnote', 'table_title', 'table_subheaders', 'table_caption', 'id'}) and 1 missing columns ({'table_id'}).
This happened while the json dataset builder was generating data using
hf://datasets/katebor/TableEval/ComTQA/PubTab1M/comtqa_pubtab1m.json (at revision 8f30242e8e6908973445048b9e8ed04cfabd3fe1)
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 1871, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 643, 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 2293, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2241, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
instance_id: string
question: string
answer: string
dataset: string
id: string
table_title: string
table_caption: string
table_footnote: string
table_html: string
image_name: string
table_subheaders: list<item: list<item: string>>
child 0, item: list<item: string>
child 0, item: string
table_headers: list<item: string>
child 0, item: string
table_rows: list<item: list<item: string>>
child 0, item: list<item: string>
child 0, item: string
table_xml: string
table_latex: string
-- schema metadata --
pandas: '{"index_columns": [], "column_indexes": [], "columns": [{"name":' + 2015
to
{'instance_id': Value(dtype='string', id=None), 'table_id': Value(dtype='string', id=None), 'question': Value(dtype='string', id=None), 'answer': Value(dtype='string', id=None), 'dataset': Value(dtype='string', id=None), 'table_html': Value(dtype='string', id=None), 'image_name': Value(dtype='string', id=None), 'table_headers': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'table_rows': Sequence(feature=Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), length=-1, id=None), 'table_xml': Value(dtype='string', id=None), 'table_latex': 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 1433, 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 1050, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 925, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1001, 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 1742, 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 1873, 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 5 new columns ({'table_footnote', 'table_title', 'table_subheaders', 'table_caption', 'id'}) and 1 missing columns ({'table_id'}).
This happened while the json dataset builder was generating data using
hf://datasets/katebor/TableEval/ComTQA/PubTab1M/comtqa_pubtab1m.json (at revision 8f30242e8e6908973445048b9e8ed04cfabd3fe1)
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.
instance_id string | table_id string | question string | answer string | dataset string | table_html string | image_name string | table_headers sequence | table_rows sequence | table_xml string | table_latex string |
|---|---|---|---|---|---|---|---|---|---|---|
5e2f285e-83a7-4d56-bc61-d5e9ac9b5651 | 23040 | What was the end-of-year ratio of fixed-to-floating debt in 2013? | 75/25 | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="3">
</td>
</tr>
<tr>
<td>
Year Ended December 31,
</td>
<td>
</td>
<td>
2013
</td>
<td>
2012
</td>
</tr>
<tr>
<td>
2011
</td>
<td colspan="3">
</td>
</tr>
<tr>
<td>
</td>
<td>
<i>
(In thousands)
</i>
</td>
<td>
... | MGM_2013_page_24_23040.png | [
"",
"",
"",
""
] | [
[
"Year Ended December 31,",
"nan",
"2013",
"2012"
],
[
"2011",
"nan",
"nan",
"nan"
],
[
"nan",
"(In thousands)",
"Total interest incurred – MGM Resorts",
"$830,074"
],
[
"$1,092,188",
"$1,073,949",
"Total interest incurred – MGM China",
"3... | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left" colspan="3"></td>
</tr>
<tr>
<td align="left">Year Ended December 31,</td>
<td align="left"></td>
<td align="left">... | \begin{table}[ht]
\centering
\begin{tabular}{llll}
\toprule
& & & \\
\midrule
& & & \\
Year Ended December 31, & & 2013 & 2012 \\
2011 & & & \\
& (In thousands) & Total interest incurred – MGM Resorts & \$830,074 \\
\$1,092,188 & \$1,073,949 & Total interest incurred – MGM China & 32343 \\
25139 & 12916 & ... |
7594a927-6aad-4938-b649-e846a3a4f407 | 42798 | What percentage of the total portfolio was allocated to alternative investments in 2014? | 12% | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="2">
</td>
<td rowspan="2">
</td>
</tr>
<tr>
<td>
Percentage of trust assets
</td>
<td>
2015 Target Asset Allocation (a)
</td>
<td>
</td>
</tr>
<tr>
<td>
2015 (a)
</td>
<td>
2014
</td>
<td>
Growth Portfolio
</td>
<td>
51%... | PPL_2015_page_138_42798.png | [
"",
"",
"",
""
] | [
[
"Percentage of trust assets",
"2015 Target Asset Allocation (a)",
"nan",
"nan"
],
[
"2015 (a)",
"2014",
"Growth Portfolio",
"51%"
],
[
"51%",
"50%",
"Equity securities",
"25%"
],
[
"26%",
"nan",
"Debt securities (b)",
"13%"
],
[
"... | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left" colspan="2"></td>
<td align="left" rowspan="2"></td>
</tr>
<tr>
<td align="left">Percentage of trust assets</td>
<t... | \begin{table}[ht]
\centering
\begin{tabular}{llll}
\toprule
& & & \\
\midrule
& & & \\
Percentage of trust assets & 2015 Target Asset Allocation (a) & & \\
2015 (a) & 2014 & Growth Portfolio & 51\% \\
51\% & 50\% & Equity securities & 25\% \\
26\% & & Debt securities (b) & 13\% \\
13\% & & Alternative inves... |
7d5da208-6466-4697-ba92-c2b8539a8973 | 102862 | What was the average expected term of the stock option plan in 2004? | 4.00 | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="2">
</td>
<td colspan="2">
</td>
</tr>
<tr>
<td>
STOCK OPTION PLANS Years Ended December 31,
</td>
<td>
EMPLOYEE STOCK PURCHASE PLAN Years Ended December 31,
</td>
<td>
</td>
<td>
2005
</td>
<td>
2004
</td>
</tr>
<tr>
<td>
2005
... | ISRG_2006_page_70_102862.png | [
"",
"",
"",
"",
""
] | [
[
"STOCK OPTION PLANS Years Ended December 31,",
"EMPLOYEE STOCK PURCHASE PLAN Years Ended December 31,",
"nan",
"2005",
"2004"
],
[
"2005",
"2004",
"Average risk free interest rate",
"3.98%",
"3.14%"
],
[
"2.19%",
"1.39%",
"Average expected term (years)",... | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left" colspan="2"></td>
<td align="left" colspan="2"></td>
</tr>
<tr>
<td align="left">STOCK OPTION PLANS Years Ended December 31... | \begin{table}[ht]
\centering
\begin{tabular}{lllll}
\toprule
& & & & \\
\midrule
& & & & \\
STOCK OPTION PLANS Years Ended December 31, & EMPLOYEE STOCK PURCHASE PLAN Years Ended December 31, & & 2005 & 2004 \\
2005 & 2004 & Average risk free interest rate & 3.98\% & 3.14\% \\
2.19\% & 1.39\% & Average expec... |
3663fbfe-bd0d-4489-88cc-efac47007c8c | 87277 | What is the % point change of segment income from 2014 to 2015? | 4.5% | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="3">
</td>
<td colspan="2">
</td>
</tr>
<tr>
<td>
Years ended December 31
</td>
<td>
% / point change
</td>
<td>
In millions
</td>
<td>
2016
</td>
<td>
2015
</td>
<td>
2014
</td>
</tr>
<tr>
<td>
2016 vs 2015
</td>
<t... | PNR_2016_page_39_87277.png | [
"",
"",
"",
"",
"",
""
] | [
[
"Years ended December 31",
"% / point change",
"In millions",
"2016",
"2015",
"2014"
],
[
"2016 vs 2015",
"2015 vs 2014",
"Net sales",
"$2,116.0",
"$1,809.3",
"$1,728.1"
],
[
"17.0%",
"4.7%",
"Segment income",
"447.2",
"395.0",
"378.1... | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left" colspan="3"></td>
<td align="left" colspan="2"></td>
</tr>
<tr>
<td align="left">Years ended December 31</td>
<td a... | \begin{table}[ht]
\centering
\begin{tabular}{llllll}
\toprule
& & & & & \\
\midrule
& & & & & \\
Years ended December 31 & \% / point change & In millions & 2016 & 2015 & 2014 \\
2016 vs 2015 & 2015 vs 2014 & Net sales & \$2,116.0 & \$1,809.3 & \$1,728.1 \\
17.0\% & 4.7\% & Segment income & 447.2 & 395.0 & ... |
157f9e15-8c71-48e2-b41e-acd237bdf692 | 72128 | What is the total value of deferred tax assets and liabilities in 2011? | $38,328 thousand | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="2">
</td>
</tr>
<tr>
<td>
As of December 31,
</td>
<td>
</td>
<td>
2011
</td>
</tr>
<tr>
<td>
2010
</td>
<td colspan="2">
</td>
</tr>
<tr>
<td>
</td>
<td>
(in thousands)
</td>
<td>
Deferred tax assets/(liabilities):
</td>... | NFLX_2011_page_72_72128.png | [
"",
"",
""
] | [
[
"As of December 31,",
"nan",
"2011"
],
[
"2010",
"nan",
"nan"
],
[
"nan",
"(in thousands)",
"Deferred tax assets/(liabilities):"
],
[
"nan",
"nan",
"Accruals and reserves"
],
[
"$9,193",
"$1,764",
"Depreciation"
],
[
"(17,381)",
... | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left" colspan="2"></td>
</tr>
<tr>
<td align="left">As of December 31,</td>
<td align="left"></td>
<td align="left">2011<... | \begin{table}[ht]
\centering
\begin{tabular}{lll}
\toprule
& & \\
\midrule
& & \\
As of December 31, & & 2011 \\
2010 & & \\
& (in thousands) & Deferred tax assets/(liabilities): \\
& & Accruals and reserves \\
\$9,193 & \$1,764 & Depreciation \\
(17,381) & (5,970) & Stock-based compensation \\
39337 & 1908... |
aab5c662-3267-4b61-a3c7-35518cc7055b | 135647 | What was the freight train miles traveled in 2000? | 74.4 million | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="5">
</td>
</tr>
<tr>
<td>
Year Ended Dec. 31,
</td>
<td>
</td>
<td>
2002
</td>
<td>
2001
</td>
<td>
2000
</td>
<td>
1999
</td>
</tr>
<tr>
<td>
1998
</td>
<td>
Revenue ton miles (billions)
</td>
<td>
179
</td>
... | NSC_2002_page_31_135647.png | [
"",
"",
"",
"",
"",
""
] | [
[
"Year Ended Dec. 31,",
"nan",
"2002",
"2001",
"2000",
"1999"
],
[
"1998",
"Revenue ton miles (billions)",
"179",
"182",
"197",
"167"
],
[
"135",
"Freight train miles traveled (millions)",
"72.6",
"70.0",
"74.4",
"61.5"
],
[
"5... | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left" colspan="5"></td>
</tr>
<tr>
<td align="left">Year Ended Dec. 31,</td>
<td align="left"></td>
<td align="left">2002... | \begin{table}[ht]
\centering
\begin{tabular}{llllll}
\toprule
& & & & & \\
\midrule
& & & & & \\
Year Ended Dec. 31, & & 2002 & 2001 & 2000 & 1999 \\
1998 & Revenue ton miles (billions) & 179 & 182 & 197 & 167 \\
135 & Freight train miles traveled (millions) & 72.6 & 70.0 & 74.4 & 61.5 \\
53.0 & Revenue pe... |
6420fdd8-1ff3-4371-9207-07de8ba3d350 | 42791 | What is the time range of the data in the table? | 2010-2012 | FinTabNet | <table>
<tr>
<td>
</td>
<td>
PPL
</td>
<td>
PPL Electric
</td>
<td>
LKE
</td>
<td>
LG&E
</td>
<td>
KU
</td>
</tr>
<tr>
<td>
U.S. (federal)
</td>
<td>
2011 and prior
</td>
<td>
2011 and prior
</td>
<td>
2011 and prior
</td>
<td>
2011 and prio... | PPL_2015_page_103_42791.png | [
"",
"PPL",
"PPL Electric",
"LKE",
"LG&E",
"KU"
] | [
[
"U.S. (federal)",
"2011 and prior",
"2011 and prior",
"2011 and prior",
"2011 and prior",
"2011 and prior"
],
[
"Pennsylvania (state)",
"2011 and prior",
"2011 and prior",
"nan",
"nan",
"nan"
],
[
"Kentucky (state)",
"2010 and prior",
"nan",
... | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left">PPL</td>
<td align="left">PPL Electric</td>
<td align="left">LKE</td>
<td align="left">LG&E</td>
<td align="left">K... | \begin{table}[ht]
\centering
\begin{tabular}{llllll}
\toprule
& & & & & \\
\midrule
& PPL & PPL Electric & LKE & LG\&E & KU \\
U.S. (federal) & 2011 and prior & 2011 and prior & 2011 and prior & 2011 and prior & 2011 and prior \\
Pennsylvania (state) & 2011 and prior & 2011 and prior & & & \\
Kentucky (state)... |
84f7d11a-7c9a-437a-921b-86cdf2557ff3 | 68130 | What was the average dividend per share in 2016? | $ 0.16 | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="2">
</td>
<td>
Common Stock Market Price
</td>
</tr>
<tr>
<td>
Dividends Declared
</td>
<td>
</td>
<td>
High
</td>
<td>
Low
</td>
</tr>
<tr>
<td>
per Share
</td>
<td>
2017
</td>
<td>
</td>
<td>
</td>
</tr>
<tr>
<... | WU_2017_page_153_68130.png | [
"",
"",
"",
"Common Stock Market Price"
] | [
[
"Dividends Declared",
"nan",
"High",
"Low"
],
[
"per Share",
"2017",
"nan",
"nan"
],
[
"nan",
"First Quarter",
"$22.70",
"$19.25"
],
[
"$0.175",
"Second Quarter",
"$20.35",
"$18.52"
],
[
"$0.175",
"Third Quarter",
"$20.40"... | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left" colspan="2"></td>
<td align="left">Common Stock Market Price</td>
</tr>
<tr>
<td align="left">Dividends Declared</td>
... | \begin{table}[ht]
\centering
\begin{tabular}{llll}
\toprule
& & & \\
\midrule
& & & Common Stock Market Price \\
Dividends Declared & & High & Low \\
per Share & 2017 & & \\
& First Quarter & \$22.70 & \$19.25 \\
\$0.175 & Second Quarter & \$20.35 & \$18.52 \\
\$0.175 & Third Quarter & \$20.40 & \$18.39 \\
\... |
159b0966-8b0e-4f91-aa03-bbba30b3fe8c | 136411 | What is the expected return on plan assets in International in 2011? | 6.12% | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="3">
</td>
<td colspan="3">
</td>
</tr>
<tr>
<td>
U.S.
</td>
<td>
International
</td>
<td>
</td>
<td>
2012
</td>
<td>
2011
</td>
<td>
2010
</td>
<td>
2012
</td>
</tr>
<tr>
<td>
2011
</td>
<td>
2010
</td>
<... | WAB_2012_page_73_136411.png | [
"",
"",
"",
"",
"",
"",
""
] | [
[
"U.S.",
"International",
"nan",
"2012",
"2011",
"2010",
"2012"
],
[
"2011",
"2010",
"Discount rate",
"3.90%",
"4.30%",
"5.20%",
"4.30%"
],
[
"4.96%",
"5.43%",
"Expected return on plan assets",
"7.50%",
"7.50%",
"8.00%",
"6... | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left" colspan="3"></td>
<td align="left" colspan="3"></td>
</tr>
<tr>
<td align="left">U.S.</td>
<td align="left">Interna... | \begin{table}[ht]
\centering
\begin{tabular}{lllllll}
\toprule
& & & & & & \\
\midrule
& & & & & & \\
U.S. & International & & 2012 & 2011 & 2010 & 2012 \\
2011 & 2010 & Discount rate & 3.90\% & 4.30\% & 5.20\% & 4.30\% \\
4.96\% & 5.43\% & Expected return on plan assets & 7.50\% & 7.50\% & 8.00\% & 6.09... |
6e5dfefd-0267-43fc-9a3a-4058c4d7fc14 | 56974 | Which year had the highest amount of revenue? | 2003 | FinTabNet | <table>
<tr>
<td>
</td>
<td>
(in thousands)
</td>
</tr>
<tr>
<td>
2003
</td>
<td>
$931,496
</td>
</tr>
<tr>
<td>
2004
</td>
<td>
411,855
</td>
</tr>
<tr>
<td>
2005
</td>
<td>
285,387
</td>
</tr>
<tr>
<td>
2006
</td>
<td>
284,458
</td>
</tr>
<... | BXP_2002_page_66_56974.png | [
"",
"(in thousands)"
] | [
[
"2003",
"$931,496"
],
[
"2004",
"411855"
],
[
"2005",
"285387"
],
[
"2006",
"284458"
],
[
"2007",
"182632"
],
[
"Thereafter",
"2171291"
]
] | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left">(in thousands)</td>
</tr>
<tr>
<td align="left">2003</td>
<td align="left">$931,496</td>
</tr>
<tr>
<td... | \begin{table}[ht]
\centering
\begin{tabular}{ll}
\toprule
& \\
\midrule
& (in thousands) \\
2003 & \$931,496 \\
2004 & 411855 \\
2005 & 285387 \\
2006 & 284458 \\
2007 & 182632 \\
Thereafter & 2171291 \\
\bottomrule
\end{tabular}
\end{table}
|
ae1b2f96-151c-4584-9791-a3bfaf9b36fd | 38835 | How much was the income from continuing operations in the U.S. in 2013? | $914.9 million | FinTabNet | <table>
<tr>
<td>
(In millions)
</td>
<td>
2014
</td>
<td>
2013
</td>
<td>
2012
</td>
</tr>
<tr>
<td>
U.S.
</td>
<td>
$1,153.3
</td>
<td>
$914.9
</td>
<td>
$908.5
</td>
</tr>
<tr>
<td>
Non-U.S.
</td>
<td>
933.9
</td>
<td>
404.6
</td>
<t... | TMO_2014_page_106_38835.png | [
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"2013",
"2012"
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<tbody>
<tr>
<td align="left">(In millions)</td>
<td align="left">2014</td>
<td align="left">2013</td>
<td align="left">2012</td>
</tr>
<tr>
<td align="left">U.S.</td>
... | \begin{table}[ht]
\centering
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\toprule
& & & \\
\midrule
(In millions) & 2014 & 2013 & 2012 \\
U.S. & \$1,153.3 & \$914.9 & \$908.5 \\
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Income from Continuing Operations & \$2,087.2 & \$1,319.5 & \$1,269.4 \\
\bottomrule
\end{tabular}
\end{table}
|
90820ede-b11c-473e-980f-61cdb2730c68 | 110758 | What was the change in Routing from 2013 to 2014? | decrease of $94.1 | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="7">
</td>
</tr>
<tr>
<td>
Years Ended December 31,
</td>
<td>
</td>
<td>
2014
</td>
<td>
2013
</td>
<td colspan="2">
</td>
<td colspan="2">
</td>
</tr>
<tr>
<td>
2012
</td>
<td>
2014 vs. 2013
</td>
<td>
2013 vs. 2012
... | JNPR_2014_page_43_110758.png | [
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"$2,22... | <table-wrap position="float">
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<tbody>
<tr>
<td align="left"></td>
<td align="left" colspan="7"></td>
</tr>
<tr>
<td align="left">Years Ended December 31,</td>
<td align="left"></td>
<td align="left"... | \begin{table}[ht]
\centering
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\toprule
& & & & & & & \\
\midrule
& & & & & & & \\
Years Ended December 31, & & 2014 & 2013 & & & & \\
2012 & 2014 vs. 2013 & 2013 vs. 2012 & & & & & \$ Change \\
\% Change & \$ Change & \% Change & Routing & \$2,223.9 & \$2,318.0 & \$2,03... |
c6fbd019-3480-4e53-9d02-7d8f4b5f3709 | 42734 | What percentage of the total workforce does PPL Electric make up? | 72% | FinTabNet | <table>
<tr>
<td>
</td>
<td>
Number of Employees
</td>
<td>
Percent of Total Workforce
</td>
</tr>
<tr>
<td>
PPL
</td>
<td>
3,200
</td>
<td>
31%
</td>
</tr>
<tr>
<td>
PPL Energy Supply
</td>
<td>
1,210
</td>
<td>
17%
</td>
</tr>
<tr>
<td>
PPL Elect... | PPL_2009_page_187_42734.png | [
"",
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],
[
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],
[
"PPL Electric",
"1570",
"72%"
]
] | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left">Number of Employees</td>
<td align="left">Percent of Total Workforce</td>
</tr>
<tr>
<td align="left">PPL</td>
<td ... | \begin{table}[ht]
\centering
\begin{tabular}{lll}
\toprule
& & \\
\midrule
& Number of Employees & Percent of Total Workforce \\
PPL & 3200 & 31\% \\
PPL Energy Supply & 1210 & 17\% \\
PPL Electric & 1570 & 72\% \\
\bottomrule
\end{tabular}
\end{table}
|
4f29a8f1-dff7-4f0d-a335-34c06eaae8f4 | 445 | What is the value of unamortized computer software costs in 2003? | $ 6,054 | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="2">
</td>
</tr>
<tr>
<td>
December 31,
</td>
<td>
</td>
<td>
2004
</td>
</tr>
<tr>
<td>
2004
</td>
<td>
Assets under capital lease
</td>
<td>
$333
</td>
</tr>
<tr>
<td>
$333
</td>
<td>
Less: related accumulated deprec... | ZBRA_2004_page_56_445.png | [
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<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left" colspan="2"></td>
</tr>
<tr>
<td align="left">December 31,</td>
<td align="left"></td>
<td align="left">2004</td>
... | \begin{table}[ht]
\centering
\begin{tabular}{lll}
\toprule
& & \\
\midrule
& & \\
December 31, & & 2004 \\
2004 & Assets under capital lease & \$333 \\
\$333 & Less: related accumulated depreciation & 144 \\
78 & Unamortized computer software costs & \$7,771 \\
\bottomrule
\end{tabular}
\end{table}
|
6539a0ea-a484-459d-8abb-83199cf65b44 | 366 | What is the range of interest rates in 2006? | 4.38% - 4.73% | FinTabNet | <table>
<tr>
<td>
</td>
<td>
2008
</td>
<td>
2007
</td>
<td>
2006
</td>
</tr>
<tr>
<td>
Expected dividend yield
</td>
<td>
0%
</td>
<td>
0%
</td>
<td>
0%
</td>
</tr>
<tr>
<td>
Forfeiture rate
</td>
<td>
8.99%
</td>
<td>
7.69%
</td>
<td>
... | ZBRA_2008_page_52_366.png | [
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"2008",
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"2006"
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"4.55%",
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[
"- Range of interest rate... | <table-wrap position="float">
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<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left">2008</td>
<td align="left">2007</td>
<td align="left">2006</td>
</tr>
<tr>
<td align="left">Expected dividend yield... | \begin{table}[ht]
\centering
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\toprule
& & & \\
\midrule
& 2008 & 2007 & 2006 \\
Expected dividend yield & 0\% & 0\% & 0\% \\
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Volatility & 37.79\% & 34.73\% & 38.30\% \\
Risk free interest rate & 3.17\% & 4.55\% & 4.58\% \\
- Range of interest rate... |
dae811b3-8979-454e-8be6-c9504883edaf | 1565 | What percentage of the total revenue of healthcare insurance is paid by patients? | 2% | FinTabNet | <table>
<tr>
<td>
</td>
<td>
% of DIS Volume
</td>
<td>
% of DIS Revenues
</td>
</tr>
<tr>
<td>
Healthcare Insurers (including coinsurance and deductible responsibilities)
</td>
<td>
47
</td>
<td>
51
</td>
</tr>
<tr>
<td>
Government Payers
</td>
<td>
15
</td>
... | DGX_2016_page_65_1565.png | [
"",
"% of DIS Volume",
"% of DIS Revenues"
] | [
[
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] | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left">% of DIS Volume</td>
<td align="left">% of DIS Revenues</td>
</tr>
<tr>
<td align="left">Healthcare Insurers (including coi... | \begin{table}[ht]
\centering
\begin{tabular}{lll}
\toprule
& & \\
\midrule
& \% of DIS Volume & \% of DIS Revenues \\
Healthcare Insurers (including coinsurance and deductible responsibilities) & 47 & 51 \\
Government Payers & 15 & 18 \\
Client Payers & 37 & 29 \\
Patients & 1 & 2 \\
\bottomrule
\end{tabular}
\end... |
f8372cc1-65de-45ee-9b71-34410eab3ded | 42895 | What is the rating of commercial paper? | P-2
A-2
F2 | FinTabNet | <table>
<tr>
<td>
</td>
<td>
Moody's
</td>
<td>
S&P
</td>
<td>
Fitch(a)
</td>
</tr>
<tr>
<td>
PPL Electric(b)
</td>
<td>
</td>
<td>
</td>
<td>
</td>
</tr>
<tr>
<td>
Senior Unsecured/Issuer Rating
</td>
<td>
Baa1
</td>
<td>
A-
</td>
<td>
BBB
... | PPL_2008_page_104_42895.png | [
"",
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[
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"A-",
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[
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... | <table-wrap position="float">
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<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left">Moody's</td>
<td align="left">S&P</td>
<td align="left">Fitch(a)</td>
</tr>
<tr>
<td align="left">PPL Electric(... | \begin{table}[ht]
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\toprule
& & & \\
\midrule
& Moody's & S\&P & Fitch(a) \\
PPL Electric(b) & & & \\
Senior Unsecured/Issuer Rating & Baa1 & A- & BBB \\
First Mortgage Bonds & A3 & A- & A- \\
Senior Secured Bonds & A3 & A- & A- \\
Commercial Paper & P-2 & A-2 & F2 \\
Preferred S... |
ec37b893-e607-4112-b7b8-9e4d36e4b27a | 90432 | What is the difference in the total of property and equipment,net between 2009 and 2008? | $ 18,328 thousand | FinTabNet | <table>
<tr>
<td rowspan="3">
</td>
<td colspan="2">
</td>
</tr>
<tr>
<td>
</td>
<td>
As of December 31,
</td>
</tr>
<tr>
<td colspan="2">
</td>
</tr>
<tr>
<td>
2009
</td>
<td>
2008
</td>
<td>
(In thousands)
</td>
</tr>
<tr>
<td>
U.S.
</td>
<td>
$380,732
... | VRSN_2009_page_143_90432.png | [
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[
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<thead></thead>
<tbody>
<tr>
<td align="left" rowspan="3"></td>
<td align="left" colspan="2"></td>
</tr>
<tr>
<td align="left"></td>
<td align="left">As of December 31,</td>
</tr>
... | \begin{table}[ht]
\centering
\begin{tabular}{lll}
\toprule
& & \\
\midrule
& & \\
& & As of December 31, \\
& & \\
2009 & 2008 & (In thousands) \\
U.S. & \$380,732 & \$357,607 \\
APAC & 13154 & 19176 \\
EMEA & 9898 & 8686 \\
Other & 37 & 29 \\
\bottomrule
\end{tabular}
\end{table}
|
9b6557f4-3178-4bd2-8946-4883b24ee5ff | 45306 | What is the total fair value of all the below-investment-grade bonds? | $43.3 | FinTabNet | <table>
<tr>
<td>
Fixed Maturity Bonds
</td>
<td>
Fair Value
</td>
<td>
Gross Unrealized Loss
</td>
<td>
Length of Time in a Loss Position
</td>
</tr>
<tr>
<td>
<i>
Investment-Grade
</i>
</td>
<td>
</td>
<td>
</td>
<td>
</td>
</tr>
<tr>
<td>
U.S. Governmen... | UNM_2007_page_74_45306.png | [
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[
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[
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"$47.6",
... | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left">Fixed Maturity Bonds</td>
<td align="left">Fair Value</td>
<td align="left">Gross Unrealized Loss</td>
<td align="left">Length of Time in a Loss Position</td>... | \begin{table}[ht]
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\toprule
& & & \\
\midrule
Fixed Maturity Bonds & Fair Value & Gross Unrealized Loss & Length of Time in a Loss Position \\
Investment-Grade & & & \\
U.S. Government Sponsored Mortgage Funding Company & \$377.9 & \$22.3 & $>$ 3 years \\
Principal Protected Equit... |
2d897968-4350-481c-9d27-1f13f4dbc9fe | 428 | Which year has the highest pro forma net income? | 2004 | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="3">
</td>
</tr>
<tr>
<td>
Year Ended December 31,
</td>
<td>
</td>
<td>
2004
</td>
<td>
2003
</td>
</tr>
<tr>
<td>
2002
</td>
<td>
Net income, as reported
</td>
<td>
$120,643
</td>
<td>
$91,696
</td>
</tr>
<tr>
<t... | ZBRA_2004_page_32_428.png | [
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<td align="left" colspan="3"></td>
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<tr>
<td align="left">Year Ended December 31,</td>
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<td align="left">... | \begin{table}[ht]
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\toprule
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\midrule
& & & \\
Year Ended December 31, & & 2004 & 2003 \\
2002 & Net income, as reported & \$120,643 & \$91,696 \\
\$71,595 & Deduct: Total stock-based employee compensation expense determined under fair value method for all awards, net of... |
c61f9b8d-f2e9-4169-a5d6-ee21c56648e7 | 90416 | What is the total interest expense for the year 2009? | $ 46,840 thousand | FinTabNet | <table>
<tr>
<td rowspan="3">
</td>
<td colspan="3">
</td>
</tr>
<tr>
<td>
</td>
<td>
Year Ended December 31,
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<td>
2009
</td>
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<tr>
<td colspan="3">
</td>
</tr>
<tr>
<td>
2008
</td>
<td>
2007
</td>
<td>
(Dollars in thousands)
</td>
<td>
Interest ... | VRSN_2009_page_121_90416.png | [
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<td align="left" colspan="3"></td>
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<tr>
<td align="left"></td>
<td align="left">Year Ended December 31,</td>
<td a... | \begin{table}[ht]
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& & & \\
& & Year Ended December 31, & 2009 \\
& & & \\
2008 & 2007 & (Dollars in thousands) & Interest expense - contractual interest \\
\$40,625 & \$40,625 & \$14,670 & Interest expense - amortization of discount on the liabil... |
9c4de132-e841-4231-a026-191ac3828ac5 | 22475 | What was the total revenue of the Homebuilding segment in 2014? | $4,375,059 | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="3">
</td>
</tr>
<tr>
<td>
Year Ended December 31,
</td>
<td>
</td>
<td>
2014
</td>
<td>
2013
</td>
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<tr>
<td>
2012
</td>
<td>
Revenues:
</td>
<td>
</td>
<td>
</td>
</tr>
<tr>
<td>
</td>
<td>
Homebuilding Mid... | NVR_2014_page_57_22475.png | [
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<tbody>
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<td align="left"></td>
<td align="left" colspan="3"></td>
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<tr>
<td align="left">Year Ended December 31,</td>
<td align="left"></td>
<td align="left">... | \begin{table}[ht]
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\begin{tabular}{llll}
\toprule
& & & \\
\midrule
& & & \\
Year Ended December 31, & & 2014 & 2013 \\
2012 & Revenues: & & \\
& Homebuilding Mid Atlantic & \$2,617,108 & \$2,439,387 \\
\$1,877,905 & Homebuilding North East & 376862 & 332681 \\
278715 & Homebuilding Mid East & 892... |
f5026ff5-b278-4cc4-bcc1-8b16fce32954 | 135647 | What was the percentage of railway operating expenses to railway operating revenues in 1999? | 86.3% | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="5">
</td>
</tr>
<tr>
<td>
Year Ended Dec. 31,
</td>
<td>
</td>
<td>
2002
</td>
<td>
2001
</td>
<td>
2000
</td>
<td>
1999
</td>
</tr>
<tr>
<td>
1998
</td>
<td>
Revenue ton miles (billions)
</td>
<td>
179
</td>
... | NSC_2002_page_31_135647.png | [
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<td align="left" colspan="5"></td>
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<tr>
<td align="left">Year Ended Dec. 31,</td>
<td align="left"></td>
<td align="left">2002... | \begin{table}[ht]
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& & & & & \\
\midrule
& & & & & \\
Year Ended Dec. 31, & & 2002 & 2001 & 2000 & 1999 \\
1998 & Revenue ton miles (billions) & 179 & 182 & 197 & 167 \\
135 & Freight train miles traveled (millions) & 72.6 & 70.0 & 74.4 & 61.5 \\
53.0 & Revenue pe... |
36fa54d0-0e79-4626-b8e0-e8722fe0b247 | 68220 | What is the amount of pension obligations in 2016? | $26.4 | FinTabNet | <table>
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<td>
December 31,
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2016
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2015
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Other assets:
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<td>
</td>
</tr>
<tr>
<td>
</td>
<td>
Derivatives
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<td>
$365.6
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<... | WU_2016_page_222_68220.png | [
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43.3 & O... |
9c5fcb39-696b-48f5-abd3-7d1d5212cb8f | 45306 | What is the gross unrealized loss of the Principal Protected Equity Linked Note? | $25.3 | FinTabNet | <table>
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Fixed Maturity Bonds
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<td>
Fair Value
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Gross Unrealized Loss
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Length of Time in a Loss Position
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Investment-Grade
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<td>
</td>
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<tr>
<td>
U.S. Governmen... | UNM_2007_page_74_45306.png | [
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Principal Protected Equit... |
b450d6a7-72af-48bc-8e5a-6d101236dc98 | 61739 | What is the Total Net change in collateral pledged? | 75 | FinTabNet | <table>
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<td>
</td>
<td>
Standby and Trade Letters of Credit and Guarantees
</td>
<td>
Debt (1)
</td>
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Real Estate Leases (2)
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<td>
Total
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<tr>
<td>
</td>
<td colspan="4">
</td>
</tr>
<tr>
<td>
(in millions)
</td>
<td>
Balance at December ... | AMZN_2007_page_38_61739.png | [
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\$136 & Net change in collateral pledged & 78 & ... |
9624c90e-23c2-4302-adcb-07d0f8998495 | 42735 | What is the cost of PPL Energy Supply in 2009? | $214 | FinTabNet | <table>
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<td>
</td>
<td>
2009 (a)
</td>
<td>
2008
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<td>
2007
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PPL Energy Supply
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PPL Electric
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121
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116
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11... | PPL_2009_page_190_42735.png | [
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|
d849987a-92ca-4251-8828-430dbf267210 | 140601 | What is the discount rate for the qualified pension plan in 2006? | 5.50% | FinTabNet | <table>
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<td>
</td>
<td colspan="3">
</td>
<td colspan="3">
</td>
</tr>
<tr>
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Qualified Pension Plan
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<td>
Supplemental Pension Plan
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<td>
</td>
<td>
2006
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<td>
2005
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2004
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2006
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<td>
2005
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5.75\% & 6.00\% & Expected return on plan assets & 8... |
53411595-b804-4336-a3f8-55cdbe60aee8 | 144004 | What is the difference in cumulative total return between Atmos Energy Corporation and the S&P 500 Index on September 30, 2014? | 421 | FinTabNet | <table>
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<td>
</td>
<td colspan="6">
</td>
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Cumulative Total Return
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<td>
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9/30/2013
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9/30/2014
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9/30/2015
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9/30/2016
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9/30/2017
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9/30/2018
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<td>
Atm... | ATO_2018_page_51_144004.png | [
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Cumulative Total Return & & 9/30/2013 & 9/30/2014 & 9/30/2015 & 9/30/2016 & 9/30/2017 \\
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250.80 & S\&P 500 Stock Index... |
d7e1da4c-3d7c-4207-ae36-7c92aad8b368 | 90572 | What is the difference between total assets and other long-term liabilities previously reported in 2002? | $ 2,358 | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="3">
</td>
<td colspan="3">
</td>
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<tr>
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December 31, 2005
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<td>
December 31, 2004
</td>
<td>
</td>
<td>
Previously Reported
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Adjustments
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As Restated
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Previously Reported
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Adjustments & As Restated & Total assets & \$3,173 & \$8 & \$3,181 & \$2,593 \\
\$6 & \$... |
bc99fd3d-a346-4380-80b0-27ed81beada9 | 105377 | How many shares were purchased as part of publicly announced plans or programs? | 1,824,990 | FinTabNet | <table>
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<td>
Period
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<td>
Total Numberof SharesPurchased
</td>
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Average Price Paid per Share
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Total Number ofShares Purchasedas Part of PubliclyAnnounced Plansor Programs
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0d6e592e-6bb6-4227-b267-2f8242c37398 | 100788 | What is the average value of the "Low" column in 2006? | 19.66 | FinTabNet | <table>
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<td>
</td>
<td colspan="4">
</td>
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<tr>
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2007 Fiscal Quarters
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First
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Second
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Third
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Fourth
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High
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$26.91
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24.62 & & & & \\
& 2006 Fiscal Quarters & & First & Second \\
Third & Fo... |
798ae633-0a60-4d2a-9b82-b710aeb7b95a | 8147 | What is the total amount of cash paid for interest in 2006? | $82,215 | FinTabNet | <table>
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<td>
</td>
<td colspan="3">
</td>
</tr>
<tr>
<td>
For the year ended December 31,
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2006
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2005
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2004
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SUPPLEMENTAL DISCLOSURE OF CASH FLOW INFORMATION:
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<td>
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<td>
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& Cash paid during the period for: & & \\
& Interest & \$82,215 & \$40,744 \\
\$63,746 & Income taxes &... |
1b11a284-adc9-4060-b78b-810a26c2a058 | 78920 | What was the net periodic pension cost in 2004? | $1,382 | FinTabNet | <table>
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<td>
</td>
<td>
2006
</td>
<td>
2005
</td>
<td>
2004
</td>
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<tr>
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Service cost
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<td>
$1,502
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$1,024
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Interest cost
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471
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353
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280
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Net periodic pension cost & \$2... |
89262d29-e290-4b3e-959e-b855fc54036a | 149363 | What is the net income attributable to common stockholders in 2006? | $203,858 thousands | FinTabNet | <table>
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<td>
</td>
<td colspan="3">
</td>
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<tr>
<td>
For the Years Ended December 31,
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2007
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2006
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</td>
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(In thousands)
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Taxes... | DOV_2008_page_75_149363.png | [
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& (In thousands) & Taxes on income from continuing operations & \$251,261 \\
\$242,617 & \$219,174 & Credit to Stockholders’ equity for tax benefit relate... |
c35f4ba7-ad4b-408d-80b8-7b050a89ebb7 | 149363 | What is the amount of credit to stockholders' equity for tax benefit related to stock option exercises in 2008? | $(8,449) | FinTabNet | <table>
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</td>
<td colspan="3">
</td>
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For the Years Ended December 31,
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2008
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2007
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2006
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(In thousands)
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Taxes... | DOV_2008_page_75_149363.png | [
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</tr>
<tr>
<td align="left">For the Years Ended December 31,</td>
<td align="left"></td>
<td alig... | \begin{table}[ht]
\centering
\begin{tabular}{llll}
\toprule
& & & \\
\midrule
& & & \\
For the Years Ended December 31, & & 2008 & 2007 \\
2006 & & & \\
& (In thousands) & Taxes on income from continuing operations & \$251,261 \\
\$242,617 & \$219,174 & Credit to Stockholders’ equity for tax benefit relate... |
fed0c3d1-896f-4733-8190-9f30f62f0f4d | 68130 | What was the total dividend per share in 2017? | $ 0.70 | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="2">
</td>
<td>
Common Stock Market Price
</td>
</tr>
<tr>
<td>
Dividends Declared
</td>
<td>
</td>
<td>
High
</td>
<td>
Low
</td>
</tr>
<tr>
<td>
per Share
</td>
<td>
2017
</td>
<td>
</td>
<td>
</td>
</tr>
<tr>
<... | WU_2017_page_153_68130.png | [
"",
"",
"",
"Common Stock Market Price"
] | [
[
"Dividends Declared",
"nan",
"High",
"Low"
],
[
"per Share",
"2017",
"nan",
"nan"
],
[
"nan",
"First Quarter",
"$22.70",
"$19.25"
],
[
"$0.175",
"Second Quarter",
"$20.35",
"$18.52"
],
[
"$0.175",
"Third Quarter",
"$20.40"... | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left" colspan="2"></td>
<td align="left">Common Stock Market Price</td>
</tr>
<tr>
<td align="left">Dividends Declared</td>
... | \begin{table}[ht]
\centering
\begin{tabular}{llll}
\toprule
& & & \\
\midrule
& & & Common Stock Market Price \\
Dividends Declared & & High & Low \\
per Share & 2017 & & \\
& First Quarter & \$22.70 & \$19.25 \\
\$0.175 & Second Quarter & \$20.35 & \$18.52 \\
\$0.175 & Third Quarter & \$20.40 & \$18.39 \\
\... |
2b562fae-070c-4eba-aa14-055ee2e02d29 | 67948 | What is the difference between the amount of gain or loss recognized in other comprehensive income on cash flow hedges in 2017 and 2016? | $ (108.2) | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="3">
</td>
</tr>
<tr>
<td>
Amount of Gain/(Loss) Recognized in Other Comprehensive Income/(Loss) on Derivatives
</td>
<td>
Derivatives
</td>
<td>
2018
</td>
<td>
2017
</td>
</tr>
<tr>
<td>
2016
</td>
<td>
Cash Flow Hedges:
</td>
... | WU_2018_page_219_67948.png | [
"",
"",
"",
""
] | [
[
"Amount of Gain/(Loss) Recognized in Other Comprehensive Income/(Loss) on Derivatives",
"Derivatives",
"2018",
"2017"
],
[
"2016",
"Cash Flow Hedges:",
"nan",
"nan"
],
[
"nan",
"Foreign currency contracts (a)",
"$35.6",
"$(73.9)"
]
] | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left" colspan="3"></td>
</tr>
<tr>
<td align="left">Amount of Gain/(Loss) Recognized in Other Comprehensive Income/(Loss) on Derivatives<... | \begin{table}[ht]
\centering
\begin{tabular}{llll}
\toprule
& & & \\
\midrule
& & & \\
Amount of Gain/(Loss) Recognized in Other Comprehensive Income/(Loss) on Derivatives & Derivatives & 2018 & 2017 \\
2016 & Cash Flow Hedges: & & \\
& Foreign currency contracts (a) & \$35.6 & \$(73.9) \\
\bottomrule
\end{t... |
81feee8d-72f3-4db6-8fba-5890122a8d92 | 90389 | What is the average amount of net income loss attributable to noncontrolling interest in subsidary,net of tax from 2007 to 2009? | $8,483 thousand | FinTabNet | <table>
<tr>
<td>
</td>
<td colspan="3">
</td>
</tr>
<tr>
<td>
Year Ended December 31,
</td>
<td>
</td>
<td>
2009
</td>
<td>
2008
</td>
</tr>
<tr>
<td>
2007
</td>
<td colspan="3">
</td>
</tr>
<tr>
<td>
</td>
<td>
(In thousands)
</td>
<td>
Net (income) l... | VRSN_2009_page_63_90389.png | [
"",
"",
"",
""
] | [
[
"Year Ended December 31,",
"nan",
"2009",
"2008"
],
[
"2007",
"nan",
"nan",
"nan"
],
[
"nan",
"(In thousands)",
"Net (income) loss attributable to noncontrolling interest in subsidary, net of tax",
"$(3,686)"
]
] | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left"></td>
<td align="left" colspan="3"></td>
</tr>
<tr>
<td align="left">Year Ended December 31,</td>
<td align="left"></td>
<td align="left">... | \begin{table}[ht]
\centering
\begin{tabular}{llll}
\toprule
& & & \\
\midrule
& & & \\
Year Ended December 31, & & 2009 & 2008 \\
2007 & & & \\
& (In thousands) & Net (income) loss attributable to noncontrolling interest in subsidary, net of tax & \$(3,686) \\
\bottomrule
\end{tabular}
\end{table}
|
8978b8f2-d603-4619-afb9-eaa5c2f3fe3e | 2640 | What does the acronym "NGL" stand for? | Natural gas liquids, such as ethane, propane, butanes and nattural gasoline | FinTabNet | <table>
<tr>
<td>
ASC
</td>
<td>
Accounting Standards Codification
</td>
</tr>
<tr>
<td>
ANS
</td>
<td>
Alaskan North Slope crude oil, an oil index benchmark price
</td>
</tr>
<tr>
<td>
ASU
</td>
<td>
Accounting Standards Update
</td>
</tr>
<tr>
<td>
ASR
</td>
<... | MPC_2018_page_23_2640.png | [
"ASC",
"Accounting Standards Codification"
] | [
[
"ANS",
"Alaskan North Slope crude oil, an oil index benchmark price"
],
[
"ASU",
"Accounting Standards Update"
],
[
"ASR",
"Accelerated share repurchase"
],
[
"ATB",
"Articulated tug barges"
],
[
"barrel",
"One stock tank barrel, or 42 United States gallons ... | <table-wrap position="float">
<table frame="hsides" rules="groups">
<thead></thead>
<tbody>
<tr>
<td align="left">ASC</td>
<td align="left">Accounting Standards Codification</td>
</tr>
<tr>
<td align="left">ANS</td>
<td align="left">Alaskan North Slope crude o... | \begin{table}[ht]
\centering
\begin{tabular}{ll}
\toprule
& \\
\midrule
ASC & Accounting Standards Codification \\
ANS & Alaskan North Slope crude oil, an oil index benchmark price \\
ASU & Accounting Standards Update \\
ASR & Accelerated share repurchase \\
ATB & Articulated tug barges \\
barrel & One stock tank bar... |
End of preview.
TableEval dataset
TableEval is developed to benchmark and compare the performance of (M)LLMs on tables from scientific vs. non-scientific sources, represented as images vs. text. It comprises six data subsets derived from the test sets of existing benchmarks for question answering (QA) and table-to-text (T2T) tasks, containing a total of 3017 tables and 11312 instances. The scienfific subset includes tables from pre-prints and peer-reviewed scholarly publications, while the non-scientific subset involves tables from Wikipedia and financial reports. Each table is available as a PNG image and in four textual formats: HTML, XML, LaTeX, and Dictionary (Dict). All task annotations are taken from the source datasets. Please, refer to the Table Understanding and (Multimodal) LLMs: A Cross-Domain Case Study on Scientific vs. Non-Scientific Data paper for more details.
Overview and statistics
| Dataset | Task | Source | Image | Dict | LaTeX | HTML | XML |
|---|---|---|---|---|---|---|---|
ComTQA (PubTables-1M)    |
VQA | PubMed Central | ⬇️ | ⚙️ | ⚙️ | ⚙️ | 📄 |
numericNLG  |
T2T | ACL Anthology | 📄 | ⬇️ | ⚙️ | ⬇️ | ⚙️ |
SciGen  |
T2T | arXiv and ACL Anthology | 📄 | ⬇️ | 📄 | ⚙️ | ⚙️ |
| ComTQA (FinTabNet) |
VQA | Earnings reports of S&P 500 companies | 📄 | ⚙️ | ⚙️ | ⚙️ | ⚙️ |
LogicNLG  |
T2T | Wikipedia | ⚙️ | ⬇️ | ⚙️ | 📄 | ⚙️ |
| Logic2Text |
T2T | Wikipedia | ⚙️ | ⬇️ | ⚙️ | 📄 | ⚙️ |
**Symbol ⬇️ indicates formats already available in the given corpus, while 📄 and ⚙️ denote formats extracted from the table source files (e. g., article PDF, Wikipedia page) and generated from other formats in this study, respectively.
Number of tables per format and data subset
| Dataset | Image | Dict | LaTeX | HTML | XML |
|---|---|---|---|---|---|
| ComTQA (PubTables-1M) | 932 | 932 | 932 | 932 | 932 |
| numericNLG | 135 | 135 | 135 | 135 | 135 |
| SciGen | 1035 | 1035 | 928 | 985 | 961 |
| ComTQA (FinTabNet) | 659 | 659 | 659 | 659 | 659 |
| LogicNLG | 184 | 184 | 184 | 184 | 184 |
| Logic2Text | 72 | 72 | 72 | 72 | 72 |
| Total | 3017 | 3017 | 2910 | 2967 | 2943 |
Total number of instances per format and data subset
| Dataset | Image | Dict | LaTeX | HTML | XML |
|---|---|---|---|---|---|
| ComTQA (PubTables-1M) | 6232 | 6232 | 6232 | 6232 | 6232 |
| numericNLG | 135 | 135 | 135 | 135 | 135 |
| SciGen | 1035 | 1035 | 928 | 985 | 961 |
| ComTQA (FinTabNet) | 2838 | 2838 | 2838 | 2838 | 2838 |
| LogicNLG | 917 | 917 | 917 | 917 | 917 |
| Logic2Text | 155 | 155 | 155 | 155 | 155 |
| Total | 11312 | 11312 | 11205 | 11262 | 11238 |
Structure
├── ComTQA
│ ├── FinTabNet
│ │ ├── comtqa_fintabnet.json
│ │ ├── comtqa_fintabnet_imgs.zip
│ ├── PubTab1M
│ │ ├── comtqa_pubtab1m.json
│ │ ├── comtqa_pubtab1m_imgs.zip
│ ├── Logic2Text
│ │ ├── logic2text.json
│ │ ├── logic2text_imgs.zip
│ ├── LogicNLG
│ │ ├── logicnlg.json
│ │ ├── logicnlg_imgs.zip
│ ├── SciGen
│ │ ├── scigen.json
│ │ ├── scigen_imgs.zip
│ ├── numericNLG
│ │ ├── numericnlg.json
└── └── └── numericnlg_imgs.zip
For more details on each subset, please, refer to the respective README.md files: ComTQA, Logic2Text, LogicNLG, SciGen, numericNLG.
Citation
@inproceedings{borisova-etal-2025-table,
title = "Table Understanding and (Multimodal) {LLM}s: A Cross-Domain Case Study on Scientific vs. Non-Scientific Data",
author = {Borisova, Ekaterina and
Barth, Fabio and
Feldhus, Nils and
Abu Ahmad, Raia and
Ostendorff, Malte and
Ortiz Suarez, Pedro and
Rehm, Georg and
M{\"o}ller, Sebastian},
editor = "Chang, Shuaichen and
Hulsebos, Madelon and
Liu, Qian and
Chen, Wenhu and
Sun, Huan",
booktitle = "Proceedings of the 4th Table Representation Learning Workshop",
month = jul,
year = "2025",
address = "Vienna, Austria",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2025.trl-1.10/",
pages = "109--142",
ISBN = "979-8-89176-268-8",
abstract = "Tables are among the most widely used tools for representing structured data in research, business, medicine, and education. Although LLMs demonstrate strong performance in downstream tasks, their efficiency in processing tabular data remains underexplored. In this paper, we investigate the effectiveness of both text-based and multimodal LLMs on table understanding tasks through a cross-domain and cross-modality evaluation. Specifically, we compare their performance on tables from scientific vs. non-scientific contexts and examine their robustness on tables represented as images vs. text. Additionally, we conduct an interpretability analysis to measure context usage and input relevance. We also introduce the TableEval benchmark, comprising 3017 tables from scholarly publications, Wikipedia, and financial reports, where each table is provided in five different formats: Image, Dictionary, HTML, XML, and LaTeX. Our findings indicate that while LLMs maintain robustness across table modalities, they face significant challenges when processing scientific tables."
}
Funding
This work has received funding through the DFG project NFDI4DS (no. 460234259).
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Papers for katebor/TableEval
Table Understanding and (Multimodal) LLMs: A Cross-Domain Case Study on Scientific vs. Non-Scientific Data
Paper • 2507.00152 • Published • 1
TabPedia: Towards Comprehensive Visual Table Understanding with Concept Synergy
Paper • 2406.01326 • Published
Learning to Reason for Text Generation from Scientific Tables
Paper • 2104.08296 • Published