Maestro: Automatic Generation of Comprehensive Benchmarks for Question Answering Over Knowledge Graphs
Summary: Maestro automates generation of QA benchmarks for any knowledge graph (with optional text corpus). It guarantees coverage of NL question and query properties documented in the literature and emits high-quality natural-language questions, enabling reusable, evolving benchmarks across KGs. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,386 | Dialogue Benchmark Generation from Knowledge Graphs with Cost-Effective Retrieval-Augmented LLMs | 2025 | SIGMOD | 4.1905499e-05 |
| 10,666 | LLMLog: Advanced Log Template Generation via LLM-driven Multi-Round Annotation | 2025 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 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 | 0.00064239035 |
| 657 | An Analytical Study of Large SPARQL Query Logs | 2018 | VLDB | 0.00018581389 |
| 3,578 | KBQA: Learning Question Answering over QA Corpora and Knowledge Bases | 2017 | VLDB | 6.9466938e-05 |
| 5,375 | Question Answering Over Knowledge Graphs: Question Understanding Via Template Decomposition | 2018 | VLDB | 5.5407861e-05 |
| 9,210 | SmartBench: Demonstrating Automatic Generation of Comprehensive Benchmarks for Question Answering Over Knowledge Graphs | 2022 | VLDB | 4.3689343e-05 |
| 11,500 | CBench: Towards Better Evaluation of Question Answering Over Knowledge Graphs | 2021 | VLDB | 4.1905499e-05 |
| 13,268 | CBench: Demonstrating Comprehensive Evaluation of Question Answering Systems over Knowledge Graphs Through Deep Analysis of Benchmarks | 2021 | VLDB | - |
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