Dataset search: a survey
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Abstract (arXiv)
Generating value from data requires the ability to find, access and make sense of datasets. There are many efforts underway to encourage data sharing and reuse, from scientific publishers asking authors to submit data alongside manuscripts to data marketplaces, open data portals and data communities. Google recently beta released a search service for datasets, which allows users to discover data stored in various online repositories via keyword queries. These developments foreshadow an emerging research field around dataset search or retrieval that broadly encompasses frameworks, methods and tools that help match a user data need against a collection of datasets. Here, we survey the state of the art of research and commercial systems in dataset retrieval. We identify what makes dataset search a research field in its own right, with unique challenges and methods and highlight open problems. We look at approaches and implementations from related areas dataset search is drawing upon, including information retrieval, databases, entity-centric and tabular search in order to identify possible paths to resolve these open problems as well as immediate next steps that will take the field forward.
Key facts. Cited by 36 papers in the map (data through 7 Oct 2026). First posted on arXiv 3 Jan 2019.
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Citing papers per year: 2021: 2; 2022: 0; 2023: 7; 2024: 7; 2025: 9; 2026: 11.
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- 2021Annotating Columns with Pre-trained Language Modelscited by 37
- 2023CHORUS: Foundation Models for Unified Data Discovery and Explorationcited by 24
- 2023TabLib: A Dataset of 627M Tables with Contextcited by 23
- 2023Jellyfish: A Large Language Model for Data Preprocessingcited by 20
- 2023Column Type Annotation using ChatGPTcited by 18
- 2023DataFinder: Scientific Dataset Recommendation from Natural Language Descriptionscited by 15
- 2024Tabular Data Augmentation for Machine Learning: Progress and Prospects of Embracing Generative AIcited by 15
- 2024RACOON: An LLM-based Framework for Retrieval-Augmented Column Type Annotation with a Knowledge Graphcited by 7
- 2025ChatPD: An LLM-driven Paper-Dataset Networking Systemcited by 7
- 2024Metadata-based Data Exploration with Retrieval-Augmented Generation for Large Language Modelscited by 4
- 2024Compliance Cards: Automated EU AI Act Compliance Analyses amidst a Complex AI Supply Chaincited by 3
- 2025Contrastive Learning from Exploratory Actions: Leveraging Natural Interactions for Preference Elicitationcited by 3
24 more
- 2025Cracking Vector Search Indexescited by 3
- 2024Model Lakescited by 2
- 2025AgentExpt: Automating AI Experiment Design with LLM-based Resource Retrieval Agentcited by 2
- 2023Prompting Datasets: Data Discovery with Conversational Agentscited by 1
- 2024A Survey on Extractive Knowledge Graph Summarization: Applications, Approaches, Evaluation, and Future Directionscited by 1
- 2024A Principled Approach for Data Bias Mitigationcited by 1
- 2025ML-Asset Management: Curation, Discovery, and Utilizationcited by 1
- 2025SynQuE: Estimating Synthetic Dataset Quality Without Annotationscited by 1
- 2026A Reference Architecture for Agentic Hybrid Retrieval in Dataset Searchcited by 1
- 2026LakeQA: An Exploratory QA Benchmark over a Million-Scale Data Lakecited by 1
- 2021A Recommender System for Scientific Datasets and Analysis Pipelinescited by 0
- 2023An Initialization Schema for Neuronal Networks on Tabular Datacited by 0
- 2025OpenConstruction: A Systematic Synthesis of Open Visual Datasets for Data-Centric Artificial Intelligence in Construction Monitoringcited by 0
- 2025From keywords to semantics: Perceptions of large language models in data discoverycited by 0
- 2025ModelTables: A Corpus of Tables about Modelscited by 0
- 2026SeDa: A Unified System for Dataset Discovery and Multi-Entity Augmented Semantic Explorationcited by 0
- 2026Paper2Data: Large-Scale LLM Extraction and Metadata Structuring of Global Urban Data from Scientific Literaturecited by 0
- 2026PIPER: Content-Based Table Search via profiling and LLM-Generated Pseudoqueriescited by 0
- 2026Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrievalcited by 0
- 2026Field Order Should Not Matter: Permutation-Invariant Embedding Model Fine-Tuning for Structured Metadata Retrievalcited by 0
- 2026MosaicJoin: Compact Semantic Sketches for Value-Level Join Discoverycited by 0
- 2026Scientific Data Skills: Enabling Agent-Ready Scientific Data Services at Scalecited by 0
- 2026Geospatial Metadata Improves Discoverability by Connecting Datasets Across Scientific Disciplinescited by 0
- 2026Invent a Dataset: Measuring dataset generation abilities with zero seedcited by 0
- 2026Invent a Dataset: Measuring dataset generation abilities with zero seed1 Oct 2026
- 2026Geospatial Metadata Improves Discoverability by Connecting Datasets Across Scientific Disciplines15 Sep 2026
- 2026Scientific Data Skills: Enabling Agent-Ready Scientific Data Services at Scale20 Aug 2026
- 2026MosaicJoin: Compact Semantic Sketches for Value-Level Join Discovery23 Jul 2026
- 2026Field Order Should Not Matter: Permutation-Invariant Embedding Model Fine-Tuning for Structured Metadata Retrieval29 Jun 2026
- 2026LakeQA: An Exploratory QA Benchmark over a Million-Scale Data Lake9 Jun 2026
- 2026Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval27 May 2026
- 2026PIPER: Content-Based Table Search via profiling and LLM-Generated Pseudoqueries18 May 2026
- 2026A Reference Architecture for Agentic Hybrid Retrieval in Dataset Search28 Mar 2026
- 2026SeDa: A Unified System for Dataset Discovery and Multi-Entity Augmented Semantic Exploration8 Mar 2026
- 2026Paper2Data: Large-Scale LLM Extraction and Metadata Structuring of Global Urban Data from Scientific Literature9 Feb 2026
- 2025ModelTables: A Corpus of Tables about Models18 Dec 2025
24 more
- 2025AgentExpt: Automating AI Experiment Design with LLM-based Resource Retrieval Agent7 Nov 2025
- 2025SynQuE: Estimating Synthetic Dataset Quality Without Annotations6 Nov 2025
- 2025From keywords to semantics: Perceptions of large language models in data discovery1 Oct 2025
- 2025ML-Asset Management: Curation, Discovery, and Utilization28 Sep 2025
- 2025OpenConstruction: A Systematic Synthesis of Open Visual Datasets for Data-Centric Artificial Intelligence in Construction Monitoring15 Aug 2025
- 2025ChatPD: An LLM-driven Paper-Dataset Networking System28 May 2025
- 2025Cracking Vector Search Indexes3 Mar 2025
- 2025Contrastive Learning from Exploratory Actions: Leveraging Natural Interactions for Preference Elicitation2 Jan 2025
- 2024Metadata-based Data Exploration with Retrieval-Augmented Generation for Large Language Models5 Oct 2024
- 2024RACOON: An LLM-based Framework for Retrieval-Augmented Column Type Annotation with a Knowledge Graph22 Sep 2024
- 2024Tabular Data Augmentation for Machine Learning: Progress and Prospects of Embracing Generative AI31 Jul 2024
- 2024Compliance Cards: Automated EU AI Act Compliance Analyses amidst a Complex AI Supply Chain20 Jun 2024
- 2024A Principled Approach for Data Bias Mitigation20 May 2024
- 2024Model Lakes4 Mar 2024
- 2024A Survey on Extractive Knowledge Graph Summarization: Applications, Approaches, Evaluation, and Future Directions19 Feb 2024
- 2023Prompting Datasets: Data Discovery with Conversational Agents15 Dec 2023
- 2023Jellyfish: A Large Language Model for Data Preprocessing4 Dec 2023
- 2023An Initialization Schema for Neuronal Networks on Tabular Data7 Nov 2023
- 2023TabLib: A Dataset of 627M Tables with Context11 Oct 2023
- 2023CHORUS: Foundation Models for Unified Data Discovery and Exploration16 Jun 2023
- 2023Column Type Annotation using ChatGPT1 Jun 2023
- 2023DataFinder: Scientific Dataset Recommendation from Natural Language Descriptions26 May 2023
- 2021A Recommender System for Scientific Datasets and Analysis Pipelines20 Aug 2021
- 2021Annotating Columns with Pre-trained Language Models5 Apr 2021
- 2025AgentExpt: Automating AI Experiment Design with LLM-based Resource Retrieval Agentcited by 2
- 2023Prompting Datasets: Data Discovery with Conversational Agentscited by 1
- 2026A Reference Architecture for Agentic Hybrid Retrieval in Dataset Searchcited by 1
- 2026Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrievalcited by 0
- 2026Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval27 May 2026
- 2026A Reference Architecture for Agentic Hybrid Retrieval in Dataset Search28 Mar 2026
- 2025AgentExpt: Automating AI Experiment Design with LLM-based Resource Retrieval Agent7 Nov 2025
- 2023Prompting Datasets: Data Discovery with Conversational Agents15 Dec 2023
- 2021Annotating Columns with Pre-trained Language Modelscited by 37
- 2023CHORUS: Foundation Models for Unified Data Discovery and Explorationcited by 24
- 2023TabLib: A Dataset of 627M Tables with Contextcited by 23
- 2023Jellyfish: A Large Language Model for Data Preprocessingcited by 20
- 2023Column Type Annotation using ChatGPTcited by 18
- 2023DataFinder: Scientific Dataset Recommendation from Natural Language Descriptionscited by 15
- 2024Tabular Data Augmentation for Machine Learning: Progress and Prospects of Embracing Generative AIcited by 15
- 2025ChatPD: An LLM-driven Paper-Dataset Networking Systemcited by 7
- 2024Compliance Cards: Automated EU AI Act Compliance Analyses amidst a Complex AI Supply Chaincited by 3
- 2025Contrastive Learning from Exploratory Actions: Leveraging Natural Interactions for Preference Elicitationcited by 3
- 2024Model Lakescited by 2
- 2024A Survey on Extractive Knowledge Graph Summarization: Applications, Approaches, Evaluation, and Future Directionscited by 1
12 most cited of 28 All 28 (JSON)
- 2026Invent a Dataset: Measuring dataset generation abilities with zero seed1 Oct 2026
- 2026Geospatial Metadata Improves Discoverability by Connecting Datasets Across Scientific Disciplines15 Sep 2026
- 2026Scientific Data Skills: Enabling Agent-Ready Scientific Data Services at Scale20 Aug 2026
- 2026MosaicJoin: Compact Semantic Sketches for Value-Level Join Discovery23 Jul 2026
- 2026Field Order Should Not Matter: Permutation-Invariant Embedding Model Fine-Tuning for Structured Metadata Retrieval29 Jun 2026
- 2026LakeQA: An Exploratory QA Benchmark over a Million-Scale Data Lake9 Jun 2026
- 2026PIPER: Content-Based Table Search via profiling and LLM-Generated Pseudoqueries18 May 2026
- 2026SeDa: A Unified System for Dataset Discovery and Multi-Entity Augmented Semantic Exploration8 Mar 2026
- 2026Paper2Data: Large-Scale LLM Extraction and Metadata Structuring of Global Urban Data from Scientific Literature9 Feb 2026
- 2025ModelTables: A Corpus of Tables about Models18 Dec 2025
- 2025From keywords to semantics: Perceptions of large language models in data discovery1 Oct 2025
- 2025ML-Asset Management: Curation, Discovery, and Utilization28 Sep 2025
12 newest of 28 All 28 (JSON)