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Table annotation

Table annotation is the task of annotating a table with terms/concepts from knowledge graph or database schema. Table annotation is typically broken down into the following five subtasks:

  1. Cell Entity Annotation (CEA)
  2. Column Type Annotation (CTA)
  3. Column Property Annotation (CPA)
  4. Table Type Detection
  5. Row Annotation

The SemTab challenge is closely related to the Table Annotation problem. It is a yearly challenge which focuses on the first three tasks of table annotation and its purpose is to benchmark different table annotation systems.

Papers

Showing 110 of 31 papers

TitleStatusHype
Column Property Annotation using Large Language ModelsCode1
Statements: Universal Information Extraction from Tables with Large Language Models for ESG KPIsCode1
ArcheType: A Novel Framework for Open-Source Column Type Annotation using Large Language ModelsCode1
Column Type Annotation using ChatGPTCode1
A large-scale dataset for end-to-end table recognition in the wildCode1
JenTab Meets SemTab 2021's New ChallengesCode1
GitTables: A Large-Scale Corpus of Relational TablesCode1
TABBIE: Pretrained Representations of Tabular DataCode1
Annotating Columns with Pre-trained Language ModelsCode1
bbw: Matching CSV to Wikidata via Meta-lookupCode1
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