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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

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Showing 1–10 of 31 papers

TitleStatusHype
Column Property Annotation using Large Language ModelsCode1
Evaluating LLMs on Entity Disambiguation in Tables—0
Statements: Universal Information Extraction from Tables with Large Language Models for ESG KPIsCode1
Synthesizing Realistic Data for Table RecognitionCode0
TorchicTab: Semantic Table Annotation with Wikidata and Language Models—0
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
BiodivTab: Semantic Table Annotation Benchmark Construction, Analysis, and New AdditionsCode0
SOTAB: The WDC Schema.org Table Annotation BenchmarkCode0
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