Natural Language Question Answering over RDF — A Graph Data Driven Approach
Summary: Graph-data driven RDF Q/A framework; semantic query graph models NL questions and reduces NLQ to subgraph matching. Ambiguity resolved during matching; no-match pruning saves disambiguation cost, boosting precision and speed over SOTA on benchmarks. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Lei Zou
- 2. Ruizhe Huang
- 3. Haixun Wang
- 4. Jeffrey Xu Yu
- 5. Wenqiang He
- 6. Dongyan Zhao
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8 | Optimal Aggregation Algorithms for Middleware [Extended Abstract] | 2001 | PODS | 0.0015436578 |
| 502 | On Graph Query Optimization in Large Networks | 2010 | VLDB | 0.00021528261 |
| 648 | Efficient Subgraph Matching on Billion Node Graphs | 2012 | VLDB | 0.00018688754 |
| 2,199 | gStore: Answering SPARQL Queries via Subgraph Matching | 2011 | VLDB | 9.3082437e-05 |
| 4,685 | Discovering and Exploring Relations on the Web | 2012 | VLDB | 5.9929983e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,285 | Foundations of Semantic Web Databases | 2004 | PODS | 7.2738104e-05 |
| 13,332 | IMPROVE-QA: An Interactive Mechanism for RDF Question/Answering Systems | 2018 | SIGMOD | - |
| 3,330 | Schemaless and Structureless Graph Querying | 2014 | VLDB | 7.2116683e-05 |
| 9,567 | Reformulation-based query answering in RDF: alternatives and performance | 2015 | VLDB | 4.3212967e-05 |
| 9,057 | Semantic SPARQL Similarity Search Over RDF Knowledge Graphs | 2016 | VLDB | 4.3997447e-05 |
| 8,762 | Efficient Query Answering in Probabilistic RDF Graphs | 2011 | SIGMOD | 4.4520434e-05 |
| 5,375 | Question Answering Over Knowledge Graphs: Question Understanding Via Template Decomposition | 2018 | VLDB | 5.5407861e-05 |
| 9,874 | A Universal Question-Answering Platform for Knowledge Graphs | 2023 | SIGMOD | 4.2626861e-05 |
| 4,323 | How to Build Templates for RDF Question/Answering —An Uncertain Graph Similarity Join Approach | 2015 | SIGMOD | 6.281058e-05 |
| 13,436 | Natural Language Question Answering over RDF Data | 2013 | SIGMOD | - |