表の読み取りや処理（Table Processing）

表の読み取りや処理（Table Processing）#

[2402.05121] Large Language Model for Table Processing: A Survey

Task Name

Table Type

Description (related work)

Example Dataset

Table QA

WT

Answer a NL question given a table ( [28, 29])

WikiTableQuestion [30]

Tablefact verification

WT

Verifying facts given a table ( [29, 31])

TabFact [32]

Table-to-text

WT

Produce a NL question given a table ( [11])

ToTTo [33]

Data cleaning

WT/SS/DB

Correct errors of table data ( [34, 35])

-

Column/Row/Cellpopulation

WT/SS/DB

Populate possible column/row/cell for a table ( [11, 12])

TURL [9]

Entity linking

WT

Link the selected entity to the knowledge base ( [11, 12])

TURL [9]

Column typeannotation

WT

Choose types for the column in the table ( [11, 12])

TURL [9]

Spreadsheetmanipulation

SS

Manipulate spreadsheets ( [16, 36])

SpreadsheetBench [37]

NL2SQL

DB

Translate a NL question to a SQL query ( [38, 39])

Spider [40]

Data analysis

SS/DB

Table data analysis pipeline, consists offeature engineering, machine learning, etc. ( [41, 42])

DS-1000 [43]

Table detection

DOC

Locate tables in documents ( [44])

TableBank [45]

Table extraction

DOC

Extract and structuralize tables from documents ( [46, 44])

PubTabNet [47]

有価証券報告書の読み取り#

NTCIR-18 U4 (UFO 2.0)

UFO 2024（有報読み取りコンペ）#

背景： 有価証券報告書の表を対象としたコンペティションの提案

タスク：

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