Knowledge Graphs 2021: A Data Odyssey
Summary: Knowledge Graphs 2021: a data odyssey surveys 15 years of KG construction from web data and their AI-enabled use. A DB-centric view anchors the analysis, urging high-quality maintenance and open challenges, with emphasis on extracting quantitative metrics from text and web tables to broaden KG value. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,520 | GitTables: A Large-Scale Corpus of Relational Tables | 2023 | SIGMOD | 7.0131061e-05 |
| 3,995 | How Large Language Models Will Disrupt Data Management | 2023 | VLDB | 6.5513237e-05 |
| 10,538 | Ranking Indicator Discovery from Very Large Knowledge Graphs | 2025 | VLDB | 4.1945683e-05 |
| 10,845 | Versatile Property Graph Transformations | 2025 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 14 | Online Aggregation | 1997 | SIGMOD | 0.0010801504 |
| 221 | Deep Entity Matching with Pre-Trained Language Models | 2021 | VLDB | 0.00033121824 |
| 364 | Annotating and Searching Web Tables Using Entities, Types and Relationships | 2010 | VLDB | 0.00025637562 |
| 667 | Incremental Knowledge Base Construction Using DeepDive | 2015 | VLDB | 0.00018440557 |
| 2,057 | From Natural Language Processing to Neural Databases | 2021 | VLDB | 9.6624862e-05 |
| 3,155 | Ten Years of WebTables | 2018 | VLDB | 7.4672742e-05 |
| 3,635 | A Deep Dive into Deep Learning Approaches for Text-to-SQL Systems | 2021 | SIGMOD | 6.8981006e-05 |
| 8,787 | QuTE: Answering Quantity Queries from Web Tables | 2021 | SIGMOD | 4.4520613e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,658 | Databases Unbound: Querying All of the World's Bytes with AI | 2024 | VLDB | 5.385675e-05 |
| 3,320 | Schemaless and Structureless Graph Querying | 2014 | VLDB | 7.2249102e-05 |
| 3,915 | A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs | 2020 | VLDB | 6.6332294e-05 |
| 11,534 | On the Limits of Machine Knowledge: Completeness, Recall and Negation in Web-scale Knowledge Bases | 2021 | VLDB | 4.1945683e-05 |
| 7,508 | Knowledge Bases in the Age of Big Data Analytics | 2014 | VLDB | 4.7180617e-05 |
| 8,917 | Data Lakes Empowered by Knowledge Graph Technologies | 2021 | SIGMOD | 4.427232e-05 |
| 5,538 | Growing and Serving Large Open-domain Knowledge Graphs | 2023 | SIGMOD | 5.4509524e-05 |
| 12,044 | Knowledge Harvesting in the Big-Data Era | 2013 | SIGMOD | 4.1945683e-05 |
| 8,289 | Knowledge Graph Exploration Systems: are we lost? | 2022 | CIDR | 4.5435639e-05 |
| 8,751 | Generations of Knowledge Graphs: The Crazy Ideas and the Business Impact | 2023 | VLDB | 4.456315e-05 |