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
Authors
- 1. Xin Luna Dong (Meta)
BibTeX Citation
@article{dong_vldb23,
title = {{Generations of Knowledge Graphs: The Crazy Ideas and the Business Impact}},
author = {Dong, Xin Luna},
journal = {PVLDB},
series = {{VLDB} '23},
volume = {16},
number = {12},
pages = {4130--4137},
doi = {10.14778/3611540.3611636},
url = {https://doi.org/10.14778/3611540.3611636},
year = {2023}
}Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,243 | TIGER: Training Inductive Graph Neural Network for Large-scale Knowledge Graph Reasoning | 2024 | VLDB | 5.093636e-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 |
|---|---|---|---|---|
| 65 | Freebase: A Collaboratively Created Graph Database For Structuring Human Knowledge | 2008 | SIGMOD | 0.00038697603 |
| 91 | WebTables: Exploring the Power of Tables on the Web | 2008 | VLDB | 0.00034838835 |
| 427 | Big Data Integration | 2013 | VLDB | 0.00018661543 |
| 1,783 | Data Fusion – Resolving Data Conflicts for Integration | 2009 | VLDB | 9.772895e-05 |
| 2,351 | From Data Fusion to Knowledge Fusion | 2014 | VLDB | 8.7099618e-05 |
| 3,495 | Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources | 2015 | VLDB | 7.3636386e-05 |
| 6,320 | CERES: Distantly Supervised Relation Extraction from the Semi-Structured Web | 2018 | VLDB | 5.9150411e-05 |
| 6,522 | Knowledge Verification for Long-Tail Verticals | 2017 | VLDB | 5.8518748e-05 |
| 8,077 | Deep Transfer Learning for Multi-source Entity Linkage via Domain Adaptation | 2022 | VLDB | 5.4926436e-05 |
| 11,567 | PGE: Robust Product Graph Embedding Learning for Error Detection | 2022 | VLDB | 5.093636e-05 |
| 13,552 | Leave No Valuable Data Behind: The Crazy Ideas and the Business | 2016 | VLDB | - |
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|---|---|---|---|---|
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| 8 | 13,317 | From Genesis to Maturity: Managing Knowledge Graph Ecosystems Through Life Cycles | 2025 | VLDB |
| 9 | 8,520 | Knowledge Graph Exploration Systems: are we lost? | 2022 | CIDR |
| 10 | 4,687 | Knowledge Graphs 2021: A Data Odyssey | 2021 | VLDB |