Table Extraction

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

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Datasets archive 2025-07-28

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Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

15 shown of 15 papers with code (32 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.

• TableNet: Deep Learning model for end-to-end Table detection and Tabular data extraction from Scanned Document Images
  6 Jan 2020 5 repositories listed Syntology ran 0 of 2 samples · 2 unverified
  This includes accurate detection of the tabular region within an image, and subsequently detecting and extracting information from the rows and columns of the detected table.
• Deep learning for table detection and structure recognition: A survey
  15 Nov 2022 3 repositories listed
  The goals of this survey are to provide a profound comprehension of the major developments in the field of Table Detection, offer insight into the different methodologies, and provide a systematic taxonomy of the…
• PubTables-1M: Towards comprehensive table extraction from unstructured documents
  30 Sep 2021 2 repositories listed Syntology ran 5 of 13 samples · 8 unverified · 10 pointer-only (licence)
  We demonstrate that these improvements lead to a significant increase in training performance and a more reliable estimate of model performance at evaluation for table structure recognition.
• QUEST: Quality-aware Semi-supervised Table Extraction for Business Documents
  17 Jun 2025 1 repository listed
  We propose QUEST, a Quality-aware Semi-supervised Table extraction framework designed for business documents.
• SynFinTabs: A Dataset of Synthetic Financial Tables for Information and Table Extraction
  5 Dec 2024 1 repository listed
  To demonstrate the effectiveness of our dataset in training models to extract information from table images, we create FinTabQA, a layout large language model trained on an extractive question-answering task.
• PdfTable: A Unified Toolkit for Deep Learning-Based Table Extraction
  8 Sep 2024 1 repository listed
  To address these issues, we have introduced the PDF table extraction (PdfTable) toolkit.
• H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables
  29 Jun 2024 1 repository listed Syntology ran 3 of 4 samples · 1 unverified · 4 pointer-only (licence)
  Tabular reasoning involves interpreting natural language queries about tabular data, which presents a unique challenge of combining language understanding with structured data analysis.
• SIMPLOT: Enhancing Chart Question Answering by Distilling Essentials
  22 Feb 2024 1 repository listed
  Recently, interpreting complex charts with logical reasoning has emerged as challenges due to the development of vision-language models.
• Schema-Driven Information Extraction from Heterogeneous Tables
  23 May 2023 1 repository listed
  We use this collection of annotated tables to evaluate the ability of open-source and API-based language models to extract information from tables covering diverse domains and data formats.
• CTE: A Dataset for Contextualized Table Extraction
  2 Feb 2023 1 repository listed
  We define the task of Contextualized Table Extraction (CTE), which aims to extract and define the structure of tables considering the textual context of the document.
• Graph Neural Networks and Representation Embedding for Table Extraction in PDF Documents
  23 Aug 2022 1 repository listed
  Tables are widely used in several types of documents since they can bring important information in a structured way.
• DiSCoMaT: Distantly Supervised Composition Extraction from Tables in Materials Science Articles
  3 Jul 2022 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  A crucial component in the curation of KB for a scientific domain (e.
• ScanBank: A Benchmark Dataset for Figure Extraction from Scanned Electronic Theses and Dissertations
  23 Jun 2021 1 repository listed
  To the best of our knowledge, ScanBank is the first manually annotated dataset for figure and table extraction for scanned ETDs.
• Flexible Table Recognition and Semantic Interpretation System
  25 May 2021 1 repository listed
  Moreover, to incorporate the extraction of semantic information, we develop a graph-based table interpretation method.
• GFTE: Graph-based Financial Table Extraction
  17 Mar 2020 1 repository listed
  Tabular data is a crucial form of information expression, which can organize data in a standard structure for easy information retrieval and comparison.

Syntology lines on 4 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.