Table annotation

Description from the archive archive 2025-07-28; Papers-with-Code links inside it are rewritten to this site.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

10 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

6 subtasks in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

23 shown of 23 papers with code (31 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• GitTables: A Large-Scale Corpus of Relational Tables
  14 Jun 2021 2 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  Existing table corpora primarily contain tables extracted from HTML pages, limiting the capability to represent offline database tables.
• TABBIE: Pretrained Representations of Tabular Data
  6 May 2021 2 repositories listed
  Existing work on tabular representation learning jointly models tables and associated text using self-supervised objective functions derived from pretrained language models such as BERT.
• MTab: Matching Tabular Data to Knowledge Graph using Probability Models
  1 Oct 2019 2 repositories listed
  This paper presents the design of our system, namely MTab, for Semantic Web Challenge on Tabular Data to Knowledge Graph Matching (SemTab 2019).
• Sherlock: A Deep Learning Approach to Semantic Data Type Detection
  25 May 2019 2 repositories listed Syntology ran 0 of 12 samples · 12 unverified
  Correctly detecting the semantic type of data columns is crucial for data science tasks such as automated data cleaning, schema matching, and data discovery.
• Column Property Annotation using Large Language Models
  1 Jan 2025 1 repository listed
  We further explore the scenario where training data for the CPA task is available and can be used for selecting demonstrations or fine-tuning the model.
• Statements: Universal Information Extraction from Tables with Large Language Models for ESG KPIs
  27 Jun 2024 1 repository listed
  We demonstrate the advantages of statements by applying our model to over 2700 tables from ESG reports.
• Synthesizing Realistic Data for Table Recognition
  17 Apr 2024 1 repository listed
  By leveraging the actual structure and content of tables from Chinese financial announcements, we have developed the first extensive table annotation dataset in this domain.
• ArcheType: A Novel Framework for Open-Source Column Type Annotation using Large Language Models
  27 Oct 2023 1 repository listed Syntology ran 8 of 12 samples · 4 unverified
  We introduce ArcheType, a simple, practical method for context sampling, prompt serialization, model querying, and label remapping, which enables large language models to solve CTA problems in a fully zero-shot manner.
• Column Type Annotation using ChatGPT
  1 Jun 2023 1 repository listed
  Column type annotation is the task of annotating the columns of a relational table with the semantic type of the values contained in each column.
• A large-scale dataset for end-to-end table recognition in the wild
  27 Mar 2023 1 repository listed
  To this end, we propose a new large-scale dataset named Table Recognition Set (TabRecSet) with diverse table forms sourcing from multiple scenarios in the wild, providing complete annotation dedicated to end-to-end TR…
• BiodivTab: Semantic Table Annotation Benchmark Construction, Analysis, and New Additions
  10 Jan 2023 1 repository listed
  Individual cells and columns are assigned to KG entities and classes to disambiguate their meaning.
• SOTAB: The WDC Schema.org Table Annotation Benchmark
  9 Jan 2023 1 repository listed
  This paper presents the WDC Schema.
• MAGIC: Mining an Augmented Graph using INK, starting from a CSV
  1 Oct 2021 1 repository listed
  A large portion of structured data does not yet reap the benefits of the Semantic Web.
• JenTab Meets SemTab 2021's New Challenges
  1 Oct 2021 1 repository listed
  While tables are a rich source of structured information, their automated use is oftentimes prevented by the inherent ambiguity contained within.
• Annotating Columns with Pre-trained Language Models
  5 Apr 2021 1 repository listed Syntology ran 0 of 3 samples · 3 unverified
  Inferring meta information about tables, such as column headers or relationships between columns, is an active research topic in data management as we find many tables are missing some of this information.
• bbw: Matching CSV to Wikidata via Meta-lookup
  1 Mar 2021 1 repository listed
  We present our publicly available semantic annotator bbw (boosted by wiki) tested at the second Semantic Web Challenge on Tabular Data to Knowledge Graph Matching (SemTab2020).
• TCN: Table Convolutional Network for Web Table Interpretation
  17 Feb 2021 1 repository listed
  Existing work linearize table cells and heavily rely on modifying deep language models such as BERT which only captures related cells information in the same table.
• Tough Tables: Carefully Evaluating Entity Linking for Tabular Data
  1 Nov 2020 1 repository listed
  Table annotation is a key task to improve querying the Web and support the Knowledge Graph population from legacy sources (tables).
• TURL: Table Understanding through Representation Learning
  26 Jun 2020 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  In this paper, we present TURL, a novel framework that introduces the pre-training/fine-tuning paradigm to relational Web tables.
• Learning Semantic Annotations for Tabular Data
  30 May 2019 1 repository listed
  The usefulness of tabular data such as web tables critically depends on understanding their semantics.
• ColNet: Embedding the Semantics of Web Tables for Column Type Prediction
  4 Nov 2018 1 repository listed
  Automatically annotating column types with knowledge base (KB) concepts is a critical task to gain a basic understanding of web tables.
• Automatic Annotation and Evaluation of Error Types for Grammatical Error Correction
  1 Jul 2017 1 repository listed
  Until now, error type performance for Grammatical Error Correction (GEC) systems could only be measured in terms of recall because system output is not annotated.
• Matching web tables to DBpedia-A feature utility study
  1 Mar 2017 1 repository listed
  This paper contributes to improve the understanding of the utility of different features for web table to knowledge base matching by reimplementing different matching techniques as well as similarity score aggregation…

Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.