Generations of Knowledge Graphs: The Crazy Ideas and the Business Impact
Summary: Characterizes three KG generations—entity-based, text-rich, and 'dual neural' KGs that integrate symbolic graphs with LLMs—highlighting unique construction techniques. Distills 'crazy ideas' and an industrialization recipe from research to production and business impact. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,033 | TIGER: Training Inductive Graph Neural Network for Large-scale Knowledge Graph Reasoning | 2024 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 11 of 11 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 62 | Freebase: A Collaboratively Created Graph Database For Structuring Human Knowledge | 2008 | SIGMOD | 0.0006429466 |
| 107 | WebTables: Exploring the Power of Tables on the Web | 2008 | VLDB | 0.00048377684 |
| 398 | Big Data Integration | 2013 | VLDB | 0.00024372588 |
| 2,420 | From Data Fusion to Knowledge Fusion | 2014 | VLDB | 8.8530994e-05 |
| 2,452 | Data Fusion – Resolving Data Conflicts for Integration | 2009 | VLDB | 8.7839322e-05 |
| 3,495 | Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources | 2015 | VLDB | 7.0400666e-05 |
| 6,412 | CERES: Distantly Supervised Relation Extraction from the Semi-Structured Web | 2018 | VLDB | 5.0740036e-05 |
| 6,557 | Knowledge Verification for Long-Tail Verticals | 2017 | VLDB | 5.0124455e-05 |
| 8,153 | Deep Transfer Learning for Multi-source Entity Linkage via Domain Adaptation | 2022 | VLDB | 4.574554e-05 |
| 11,369 | PGE: Robust Product Graph Embedding Learning for Error Detection | 2022 | VLDB | 4.1945683e-05 |
| 13,351 | Leave No Valuable Data Behind: The Crazy Ideas and the Business | 2016 | VLDB | - |
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