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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
TURL: Table Understanding through Representation LearningCode1
Evaluating LLMs on Entity Disambiguation in Tables0
Synthesizing Realistic Data for Table RecognitionCode0
TorchicTab: Semantic Table Annotation with Wikidata and Language Models0
BiodivTab: Semantic Table Annotation Benchmark Construction, Analysis, and New AdditionsCode0
SOTAB: The WDC Schema.org Table Annotation BenchmarkCode0
Results of SemTab 20210
Kepler-aSI at SemTab 20210
MAGIC: Mining an Augmented Graph using INK, starting from a CSVCode0
DAGOBAH: Table and Graph Contexts for Efficient Semantic Annotation of Tabular Data0
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