LTEM: LLM-Friendly Table-Enhanced Markdown for Table Understanding and Generation
Paper • 2610.29188 • Published
qa_id stringlengths 11 11 | table_id stringlengths 7 7 | level stringclasses 6
values | domain stringclasses 5
values | intent stringclasses 4
values | question stringlengths 17 163 | answer stringlengths 1 62 | targets listlengths 1 14 |
|---|---|---|---|---|---|---|---|
L1_0002_Q01 | L1_0002 | L1 | scientific | LOOKUP | What is the atomic number of Carbon (C)? | 6 | [
{
"row": 0,
"col": 1
}
] |
L1_0002_Q02 | L1_0002 | L1 | scientific | COUNTING | How many entries include a numeric value with units (like kg or J·s)? | 2 | [
{
"row": 1,
"col": 1
},
{
"row": 2,
"col": 1
}
] |
L1_0002_Q03 | L1_0002 | L1 | scientific | COMPARISON | Which listed entry has the highest numeric value? | Jupiter | [
{
"row": 1,
"col": 0
}
] |
L1_0002_Q04 | L1_0002 | L1 | scientific | AGGREGATION | Which numeric value in the table is the maximum? | 1.898 × 10²⁷ kg | [
{
"row": 0,
"col": 1
},
{
"row": 1,
"col": 1
},
{
"row": 2,
"col": 1
}
] |
L1_0003_Q01 | L1_0003 | L1 | product | LOOKUP | Which product has the price $1,199.99? | Samsung Galaxy S24 Ultra | [
{
"row": 0,
"col": 0
}
] |
L1_0003_Q02 | L1_0003 | L1 | product | AGGREGATION | What is the total price of all items? | $4,099.97 | [
{
"row": 0,
"col": 2
},
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
}
] |
L1_0003_Q03 | L1_0003 | L1 | product | COUNTING | How many items have ratings of at least 4.7/5? | 2 | [
{
"row": 0,
"col": 3
},
{
"row": 1,
"col": 3
},
{
"row": 2,
"col": 3
}
] |
L1_0003_Q04 | L1_0003 | L1 | product | COMPARISON | Which product has the highest price? | LG OLED65C3PUA | [
{
"row": 2,
"col": 0
}
] |
L1_0006_Q01 | L1_0006 | L1 | scientific | LOOKUP | What is the atomic mass of Gold? | 196.967 u | [
{
"row": 5,
"col": 1
}
] |
L1_0006_Q02 | L1_0006 | L1 | scientific | AGGREGATION | What is the sum of the atomic weights of Iron and Gold? | 252.812 u | [
{
"row": 4,
"col": 1
},
{
"row": 5,
"col": 1
}
] |
L1_0006_Q03 | L1_0006 | L1 | scientific | COUNTING | How many elements have an atomic weight greater than 50 u? | 2 | [
{
"row": 4,
"col": 1
},
{
"row": 5,
"col": 1
}
] |
L1_0006_Q04 | L1_0006 | L1 | scientific | COMPARISON | Which element has the highest atomic weight? | Gold | [
{
"row": 5,
"col": 0
}
] |
L1_0007_Q01 | L1_0007 | L1 | financial | LOOKUP | What is AAPL's price? | $175.24 | [
{
"row": 0,
"col": 1
}
] |
L1_0007_Q02 | L1_0007 | L1 | financial | AGGREGATION | What is the average price of the five listed stocks? | $226.40 | [
{
"row": 0,
"col": 1
},
{
"row": 1,
"col": 1
},
{
"row": 2,
"col": 1
},
{
"row": 3,
"col": 1
},
{
"row": 4,
"col": 1
}
] |
L1_0007_Q03 | L1_0007 | L1 | financial | COUNTING | How many stocks have a price greater than $200? | 2 | [
{
"row": 0,
"col": 0
}
] |
L1_0007_Q04 | L1_0007 | L1 | financial | COMPARISON | Which company has the highest price? | MSFT | [
{
"row": 0,
"col": 1
},
{
"row": 1,
"col": 1
},
{
"row": 2,
"col": 1
},
{
"row": 3,
"col": 1
},
{
"row": 4,
"col": 1
},
{
"row": 1,
"col": 0
}
] |
L1_0010_Q01 | L1_0010 | L1 | scientific | LOOKUP | What is the atomic number of Gold? | 79 | [
{
"row": 4,
"col": 1
}
] |
L1_0010_Q02 | L1_0010 | L1 | scientific | AGGREGATION | What is the sum of the atomic numbers for Carbon and Oxygen? | 14 | [
{
"row": 2,
"col": 1
},
{
"row": 3,
"col": 1
}
] |
L1_0010_Q03 | L1_0010 | L1 | scientific | COUNTING | How many elements have atomic numbers less than 10? | 3 | [
{
"row": 0,
"col": 0
}
] |
L1_0010_Q04 | L1_0010 | L1 | scientific | COMPARISON | Which element has the highest atomic number? | Gold | [
{
"row": 4,
"col": 0
}
] |
L1_0011_Q01 | L1_0011 | L1 | scientific | LOOKUP | What is the atomic mass of Carbon? | 12.011 | [
{
"row": 2,
"col": 2
}
] |
L1_0011_Q02 | L1_0011 | L1 | scientific | AGGREGATION | What is the sum of the atomic masses (u) for Hydrogen and Carbon? | 13.019 | [
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
}
] |
L1_0011_Q03 | L1_0011 | L1 | scientific | COUNTING | How many elements have atomic number less than 5? | 1 | [
{
"row": 1,
"col": 1
},
{
"row": 2,
"col": 1
}
] |
L1_0011_Q04 | L1_0011 | L1 | scientific | COMPARISON | Which element has the higher atomic mass, Hydrogen or Carbon? | Carbon | [
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
},
{
"row": 2,
"col": 0
}
] |
L1_0012_Q01 | L1_0012 | L1 | survey | LOOKUP | What percentage corresponds to Very Satisfied? | 42% | [
{
"row": 0,
"col": 1
}
] |
L1_0012_Q02 | L1_0012 | L1 | survey | AGGREGATION | What is the total of the percentages? | 100% | [
{
"row": 0,
"col": 1
},
{
"row": 1,
"col": 1
},
{
"row": 2,
"col": 1
},
{
"row": 3,
"col": 1
},
{
"row": 4,
"col": 1
}
] |
L1_0012_Q03 | L1_0012 | L1 | survey | COUNTING | How many categories are labeled "Very Satisfied"? | 1 | [
{
"row": 0,
"col": 0
}
] |
L1_0012_Q04 | L1_0012 | L1 | survey | COMPARISON | Which category has the highest percentage? | Very Satisfied | [
{
"row": 0,
"col": 0
}
] |
L1_0013_Q01 | L1_0013 | L1 | product | LOOKUP | Which product corresponds to 256GB Storage, 12GB RAM, 200MP Camera? | Samsung Galaxy S24 Ultra | [
{
"row": 0,
"col": 0
}
] |
L1_0013_Q02 | L1_0013 | L1 | product | AGGREGATION | What is the total price of all listed items? | $3,048.98 | [
{
"row": 0,
"col": 2
},
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
}
] |
L1_0013_Q03 | L1_0013 | L1 | product | COUNTING | How many words are in the product name? | 4 | [
{
"row": 0,
"col": 0
}
] |
L1_0013_Q04 | L1_0013 | L1 | product | COMPARISON | Which product has the lowest price? | Sony WH-1000XM5 Headphones | [
{
"row": 0,
"col": 2
},
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
},
{
"row": 2,
"col": 0
}
] |
L1_0014_Q01 | L1_0014 | L1 | scientific | LOOKUP | What is the atomic mass of Oxygen? | 15.999 | [
{
"row": 3,
"col": 2
}
] |
L1_0014_Q02 | L1_0014 | L1 | scientific | AGGREGATION | What is the sum of the atomic masses of Carbon and Oxygen (u)? | 28.010 | [
{
"row": 2,
"col": 2
},
{
"row": 3,
"col": 2
}
] |
L1_0014_Q03 | L1_0014 | L1 | scientific | COUNTING | How many elements have atomic number less than 10? | 3 | [
{
"row": 1,
"col": 1
},
{
"row": 2,
"col": 1
},
{
"row": 3,
"col": 1
},
{
"row": 4,
"col": 1
}
] |
L1_0014_Q04 | L1_0014 | L1 | scientific | COMPARISON | Which element has the highest atomic mass? | Iron | [
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
},
{
"row": 3,
"col": 2
},
{
"row": 4,
"col": 2
},
{
"row": 4,
"col": 0
}
] |
L1_0016_Q01 | L1_0016 | L1 | scientific | LOOKUP | What is the molar mass of Carbon dioxide (CO₂)? | 44.01 g/mol | [
{
"row": 1,
"col": 1
}
] |
L1_0016_Q02 | L1_0016 | L1 | scientific | COUNTING | How many entries list a value in g/mol? | 1 | [
{
"row": 1,
"col": 1
}
] |
L1_0016_Q03 | L1_0016 | L1 | scientific | COMPARISON | Which item has the largest numeric value? | Speed of light (c) | [
{
"row": 2,
"col": 0
}
] |
L1_0016_Q04 | L1_0016 | L1 | scientific | AGGREGATION | What is the sum of the molar masses of Helium and Carbon dioxide in g/mol? | 48.013 g/mol | [
{
"row": 0,
"col": 1
},
{
"row": 1,
"col": 1
}
] |
L1_0019_Q01 | L1_0019 | L1 | scientific | LOOKUP | What is Carbon's atomic number? | 6 | [
{
"row": 0,
"col": 1
}
] |
L1_0019_Q02 | L1_0019 | L1 | scientific | AGGREGATION | What is the sum of the numbers for Sodium, Iron and Gold? | 116 | [
{
"row": 2,
"col": 1
},
{
"row": 3,
"col": 1
},
{
"row": 4,
"col": 1
}
] |
L1_0019_Q03 | L1_0019 | L1 | scientific | COMPARISON | Which element has the highest number? | Gold | [
{
"row": 4,
"col": 0
}
] |
L1_0019_Q04 | L1_0019 | L1 | scientific | COUNTING | How many elements have numbers greater than 10? | 3 | [
{
"row": 2,
"col": 1
},
{
"row": 3,
"col": 1
},
{
"row": 4,
"col": 1
}
] |
L1_0020_Q01 | L1_0020 | L1 | financial | LOOKUP | What is the Current Price of MSFT? | $415.89 | [
{
"row": 2,
"col": 1
}
] |
L1_0020_Q02 | L1_0020 | L1 | financial | AGGREGATION | What is the combined Market Cap (B) of AAPL and MSFT? | 6044.0 | [
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
}
] |
L1_0020_Q03 | L1_0020 | L1 | financial | COMPARISON | Which stock has the highest Market Cap (B)? | MSFT | [
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
},
{
"row": 3,
"col": 2
},
{
"row": 2,
"col": 0
}
] |
L1_0020_Q04 | L1_0020 | L1 | financial | COUNTING | How many stocks have a Dividend Yield greater than 0.5%? | 1 | [
{
"row": 2,
"col": 3
}
] |
L1_0028_Q01 | L1_0028 | L1 | survey | LOOKUP | What is the percentage for Very Satisfied? | 32% | [
{
"row": 0,
"col": 1
}
] |
L1_0028_Q02 | L1_0028 | L1 | survey | AGGREGATION | What is the combined percentage of all categories? | 100% | [
{
"row": 0,
"col": 0
}
] |
L1_0028_Q03 | L1_0028 | L1 | survey | COUNTING | How many categories have percentages 10% or higher? | 3 | [
{
"row": 0,
"col": 0
}
] |
L1_0028_Q04 | L1_0028 | L1 | survey | COMPARISON | Which category has the highest percentage? | Satisfied | [
{
"row": 1,
"col": 0
}
] |
L1_0031_Q01 | L1_0031 | L1 | scientific | LOOKUP | What is the atomic number of Oxygen? | 8 | [
{
"row": 3,
"col": 2
}
] |
L1_0031_Q02 | L1_0031 | L1 | scientific | AGGREGATION | What is the sum of the atomic numbers of Carbon and Oxygen? | 14 | [
{
"row": 2,
"col": 2
},
{
"row": 3,
"col": 2
}
] |
L1_0031_Q03 | L1_0031 | L1 | scientific | COUNTING | How many elements have an atomic number less than 10? | 3 | [
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
},
{
"row": 3,
"col": 2
},
{
"row": 4,
"col": 2
}
] |
L1_0031_Q04 | L1_0031 | L1 | scientific | COMPARISON | Which element has the highest atomic mass? | Iron | [
{
"row": 4,
"col": 0
}
] |
L1_0033_Q01 | L1_0033 | L1 | scientific | LOOKUP | What is the atomic mass of Oxygen? | 15.999 | [
{
"row": 2,
"col": 2
}
] |
L1_0033_Q02 | L1_0033 | L1 | scientific | AGGREGATION | What is the sum of the atomic numbers of Carbon, Oxygen, and Neon? | 24 | [
{
"row": 1,
"col": 1
},
{
"row": 2,
"col": 1
},
{
"row": 3,
"col": 1
}
] |
L1_0033_Q03 | L1_0033 | L1 | scientific | COUNTING | How many elements have an even atomic number? | 3 | [
{
"row": 1,
"col": 1
},
{
"row": 2,
"col": 1
},
{
"row": 3,
"col": 1
}
] |
L1_0033_Q04 | L1_0033 | L1 | scientific | COMPARISON | Which element has the highest atomic mass? | Neon | [
{
"row": 3,
"col": 0
},
{
"row": 3,
"col": 2
}
] |
L1_0037_Q01 | L1_0037 | L1 | financial | LOOKUP | What is the current price of TSLA? | $248.67 | [
{
"row": 5,
"col": 1
}
] |
L1_0037_Q02 | L1_0037 | L1 | financial | COUNTING | How many stocks show a positive Daily Change (%)? | 3 | [
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
},
{
"row": 3,
"col": 2
},
{
"row": 4,
"col": 2
},
{
"row": 5,
"col": 2
}
] |
L1_0037_Q03 | L1_0037 | L1 | financial | COMPARISON | Which stock has the highest Market Cap (B)? | MSFT | [
{
"row": 2,
"col": 0
},
{
"row": 2,
"col": 3
}
] |
L1_0037_Q04 | L1_0037 | L1 | financial | AGGREGATION | What is the total Market Cap (B) of all listed stocks? | $10,157.0 B | [
{
"row": 1,
"col": 3
},
{
"row": 2,
"col": 3
},
{
"row": 3,
"col": 3
},
{
"row": 4,
"col": 3
},
{
"row": 5,
"col": 3
}
] |
L1_0038_Q01 | L1_0038 | L1 | scientific | LOOKUP | What is the atomic number of Oxygen? | 8 | [
{
"row": 2,
"col": 1
}
] |
L1_0038_Q02 | L1_0038 | L1 | scientific | AGGREGATION | What is the sum of the atomic masses of Carbon and Oxygen? | 28.01 | [
{
"row": 0,
"col": 0
}
] |
L1_0038_Q03 | L1_0038 | L1 | scientific | COUNTING | How many elements have atomic number greater than 6? | 1 | [
{
"row": 1,
"col": 1
},
{
"row": 2,
"col": 1
}
] |
L1_0038_Q04 | L1_0038 | L1 | scientific | COMPARISON | Which element has the higher atomic mass, Carbon or Oxygen? | Oxygen | [
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
},
{
"row": 2,
"col": 0
}
] |
L1_0039_Q01 | L1_0039 | L1 | product | LOOKUP | What is the price of Sony WH-1000XM5 Headphones? | $399.99 | [
{
"row": 3,
"col": 2
}
] |
L1_0039_Q02 | L1_0039 | L1 | product | AGGREGATION | What is the average price of the listed products? | $619.98 | [
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
},
{
"row": 3,
"col": 2
},
{
"row": 4,
"col": 2
}
] |
L1_0039_Q03 | L1_0039 | L1 | product | COUNTING | How many products have a price greater than $500? | 2 | [
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
},
{
"row": 3,
"col": 2
},
{
"row": 4,
"col": 2
}
] |
L1_0039_Q04 | L1_0039 | L1 | product | COMPARISON | Which product has the highest rating? | Sony WH-1000XM5 Headphones | [
{
"row": 1,
"col": 3
},
{
"row": 2,
"col": 3
},
{
"row": 3,
"col": 3
},
{
"row": 4,
"col": 3
},
{
"row": 3,
"col": 0
}
] |
L1_0042_Q01 | L1_0042 | L1 | survey | LOOKUP | What is the Very Satisfied percentage for 26-35? | 35% | [
{
"row": 2,
"col": 1
}
] |
L1_0042_Q02 | L1_0042 | L1 | survey | AGGREGATION | What is the average Very Satisfied percentage across the age groups? | 39% | [
{
"row": 1,
"col": 1
},
{
"row": 2,
"col": 1
},
{
"row": 3,
"col": 1
},
{
"row": 4,
"col": 1
}
] |
L1_0042_Q03 | L1_0042 | L1 | survey | COUNTING | How many age groups have Very Satisfied percentages of 40% or higher? | 2 | [
{
"row": 3,
"col": 1
},
{
"row": 4,
"col": 1
}
] |
L1_0042_Q04 | L1_0042 | L1 | survey | COMPARISON | Which age group has the highest Very Satisfied percentage? | 46+ | [
{
"row": 4,
"col": 0
},
{
"row": 4,
"col": 1
}
] |
L1_0050_Q01 | L1_0050 | L1 | product | LOOKUP | What is the price of Samsung Galaxy S24 Ultra? | $1,299.99 | [
{
"row": 0,
"col": 2
}
] |
L1_0050_Q02 | L1_0050 | L1 | product | AGGREGATION | What is the total price of the three products? | 6399.97 | [
{
"row": 0,
"col": 2
},
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
}
] |
L1_0050_Q03 | L1_0050 | L1 | product | COUNTING | How many products have ratings of 4.7/5 stars or higher? | 2 | [
{
"row": 0,
"col": 3
},
{
"row": 1,
"col": 3
},
{
"row": 2,
"col": 3
}
] |
L1_0050_Q04 | L1_0050 | L1 | product | COMPARISON | Which product has the highest price? | Apple MacBook Pro M3 | [
{
"row": 0,
"col": 2
},
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
},
{
"row": 2,
"col": 0
}
] |
L1_0052_Q01 | L1_0052 | L1 | financial | LOOKUP | What is the Current Price of AAPL? | $184.52 | [
{
"row": 1,
"col": 1
}
] |
L1_0052_Q02 | L1_0052 | L1 | financial | AGGREGATION | What is the average current price of the stocks listed? | $188.75 | [
{
"row": 1,
"col": 1
},
{
"row": 2,
"col": 1
},
{
"row": 3,
"col": 1
}
] |
L1_0052_Q03 | L1_0052 | L1 | financial | COUNTING | How many stocks have a positive Daily Change %? | 2 | [
{
"row": 0,
"col": 0
}
] |
L1_0052_Q04 | L1_0052 | L1 | financial | COMPARISON | Which stock has the highest Daily Change %? | TSLA | [
{
"row": 1,
"col": 2
},
{
"row": 2,
"col": 2
},
{
"row": 3,
"col": 2
},
{
"row": 3,
"col": 0
}
] |
L1_0056_Q01 | L1_0056 | L1 | survey | LOOKUP | What is the response percentage for Very Satisfied? | 42.3% | [
{
"row": 1,
"col": 1
}
] |
L1_0056_Q02 | L1_0056 | L1 | survey | AGGREGATION | What is the sum of the response percentages? | 100.0% | [
{
"row": 0,
"col": 0
}
] |
L1_0056_Q03 | L1_0056 | L1 | survey | COUNTING | How many response categories have percentages less than 10%? | 2 | [
{
"row": 0,
"col": 0
}
] |
L1_0056_Q04 | L1_0056 | L1 | survey | COMPARISON | Which category has the highest response percentage? | Very Satisfied | [
{
"row": 0,
"col": 0
}
] |
L1_0058_Q01 | L1_0058 | L1 | scientific | LOOKUP | What is the electron configuration of Oxygen? | 1s² 2s² 2p⁴ | [
{
"row": 3,
"col": 3
}
] |
L1_0058_Q02 | L1_0058 | L1 | scientific | AGGREGATION | What is the sum of the atomic masses of Hydrogen and Oxygen? | 17.007 | [
{
"row": 1,
"col": 2
},
{
"row": 3,
"col": 2
}
] |
L1_0058_Q03 | L1_0058 | L1 | scientific | COUNTING | How many elements have an atomic number greater than 1? | 2 | [
{
"row": 1,
"col": 1
},
{
"row": 2,
"col": 1
},
{
"row": 3,
"col": 1
}
] |
L1_0058_Q04 | L1_0058 | L1 | scientific | COMPARISON | Which element has the highest atomic mass? | Oxygen | [
{
"row": 3,
"col": 0
}
] |
L1_0063_Q01 | L1_0063 | L1 | financial | LOOKUP | What is MSFT's Current Price? | $378.92 | [
{
"row": 2,
"col": 1
}
] |
L1_0063_Q02 | L1_0063 | L1 | financial | AGGREGATION | What is the average Current Price? | $234.68 | [
{
"row": 1,
"col": 1
},
{
"row": 2,
"col": 1
},
{
"row": 3,
"col": 1
}
] |
L1_0063_Q03 | L1_0063 | L1 | financial | COUNTING | How many stocks have a positive Daily Change? | 2 | [
{
"row": 0,
"col": 0
}
] |
L1_0063_Q04 | L1_0063 | L1 | financial | COMPARISON | Which stock has the highest market cap? | AAPL | [
{
"row": 1,
"col": 0
}
] |
L1_0066_Q01 | L1_0066 | L1 | scientific | LOOKUP | What is the atomic mass of Oxygen? | 15.999 | [
{
"row": 3,
"col": 2
}
] |
L1_0066_Q02 | L1_0066 | L1 | scientific | AGGREGATION | What is the sum of the atomic numbers of Iron and Gold? | 105 | [
{
"row": 4,
"col": 1
},
{
"row": 5,
"col": 1
}
] |
L1_0066_Q03 | L1_0066 | L1 | scientific | COUNTING | How many elements have an even atomic number? | 3 | [
{
"row": 1,
"col": 1
},
{
"row": 2,
"col": 1
},
{
"row": 3,
"col": 1
},
{
"row": 4,
"col": 1
},
{
"row": 5,
"col": 1
}
] |
L1_0066_Q04 | L1_0066 | L1 | scientific | COMPARISON | Which element has the largest atomic mass? | Gold | [
{
"row": 5,
"col": 0
}
] |
LTEM-STB is the Synthetic Table Benchmark (STB) of LTEM: LLM-Friendly Table-Enhanced Markdown for Table Understanding and Generation (EMNLP 2026), a table question-answering benchmark. It controls table structure so that formats can be compared level by level.
| Level | Name | Tables | Structure |
|---|---|---|---|
| L1 | Atomic grid | 96 | Rows and columns only |
| L2 | Headered | 334 | A header row |
| L3 | Spanning | 342 | Merged cells |
| L4 | Multi-level header | 164 | Headers nested under merged parent headers |
| L5 | Block-partitioned | 87 | Section rows that split a table into blocks |
| L6 | Composite | 66 | Several sub-tables with different columns in one unit |
L1–L4 build on each other; L5 and L6 add section stacking or table composition on top of simpler tables.
from datasets import load_dataset
qa = load_dataset("eunbinkim777/ltem-stb", "qa", split="test")
tables = load_dataset("eunbinkim777/ltem-stb", "tables", split="test")
qa: one row per question, with its answer and the cells that hold it (targets)tables: one row per table, with its cell structure and the table in all six formatsdata/: the same data as one file per table (index.csv, tables/, formats/<format>/, qa/)