Table Search

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

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

10 shown of 10 papers with code (15 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.

• Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks
  24 Jan 2022 3 repositories listed
  Since a vast number of tables can be easily collected from web pages, spreadsheets, PDFs, and various other document types, a flurry of table pre-training frameworks have been proposed following the success of text and…
• Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End System
  12 Apr 2025 1 repository listed
  Pneuma leverages large language models (LLMs) for both table representation and table retrieval.
• TabSketchFM: Sketch-based Tabular Representation Learning for Data Discovery over Data Lakes
  28 Jun 2024 1 repository listed
  In this paper, we present TabSketchFM, a neural tabular model for data discovery over data lakes.
• Toward Conversational Agents with Context and Time Sensitive Long-term Memory
  29 May 2024 1 repository listed
  There has recently been growing interest in conversational agents with long-term memory which has led to the rapid development of language models that use retrieval-augmented generation (RAG).
• From Specific to Generic Learned Sorted Set Dictionaries: A Theoretically Sound Paradigm Yelding Competitive Data Structural Boosters in Practice
  2 Sep 2023 1 repository listed
  We propose a novel paradigm that, complementing known specialized ones, can produce Learned versions of any Sorted Set Dictionary, for instance, Balanced Binary Search Trees or Binary Search on layouts other that…
• Generative Benchmark Creation for Table Union Search
  7 Aug 2023 1 repository listed
  We thoroughly evaluate recent existing table union search methods over existing benchmarks and our new benchmark.
• StruBERT: Structure-aware BERT for Table Search and Matching
  27 Mar 2022 1 repository listed Syntology ran 2 of 13 samples · 11 unverified
  In this paper, we propose StruBERT, a structure-aware BERT model that fuses the textual and structural information of a data table to produce context-aware representations for both textual and tabular content of a data…
• Learned Sorted Table Search and Static Indexes in Small Model Space
  19 Jul 2021 1 repository listed
  In modern applications, model space is a key factor and, in fact, a major open question concerning this area is to assess to what extent one can enjoy the speed-up of Binary Search achieved by Learned Indexes while…
• Retrieving Complex Tables with Multi-Granular Graph Representation Learning
  4 May 2021 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  The task of natural language table retrieval (NLTR) seeks to retrieve semantically relevant tables based on natural language queries.
• Table Search Using a Deep Contextualized Language Model
  19 May 2020 1 repository listed
  Pretrained contextualized language models such as BERT have achieved impressive results on various natural language processing benchmarks.

Syntology lines on 2 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.