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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 1120 of 31 papers

TitleStatusHype
Column Type Annotation using ChatGPTCode1
Joint Learning of Representations for Web-tables, Entities and Types using Graph Convolutional Network0
A Corpus of Tables in Full-Text Biomedical Research Publications0
DAGOBAH: Table and Graph Contexts for Efficient Semantic Annotation of Tabular Data0
Evaluating LLMs on Entity Disambiguation in Tables0
Kepler-aSI at SemTab 20210
Matching Web Tables with Knowledge Base Entities: From Entity Lookups to Entity Embeddings0
Results of SemTab 20210
TorchicTab: Semantic Table Annotation with Wikidata and Language Models0
Automatic Annotation and Evaluation of Error Types for Grammatical Error CorrectionCode0
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