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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 2130 of 31 papers

TitleStatusHype
MTab: Matching Tabular Data to Knowledge Graph using Probability ModelsCode0
Tough Tables: Carefully Evaluating Entity Linking for Tabular DataCode0
Sherlock: A Deep Learning Approach to Semantic Data Type DetectionCode0
SOTAB: The WDC Schema.org Table Annotation BenchmarkCode0
ColNet: Embedding the Semantics of Web Tables for Column Type PredictionCode0
Synthesizing Realistic Data for Table RecognitionCode0
BiodivTab: Semantic Table Annotation Benchmark Construction, Analysis, and New AdditionsCode0
Learning Semantic Annotations for Tabular DataCode0
TCN: Table Convolutional Network for Web Table InterpretationCode0
MAGIC: Mining an Augmented Graph using INK, starting from a CSVCode0
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