Scrutinizer: Fact Checking Statistical Claims
Summary: Scrutinizer translates statistical claims into SQL and proposes query fragments to aid fact checkers. A cost-based optimizer plans verification steps, uses executions to prune alternatives, and classifiers learn from feedback for unseen claims. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Georgios Karagiannis (Cornell University)
- 2. Mohammed Saeed (Eurecom)
- 3. Paolo Papotti (Eurecom)
- 4. Immanuel Trummer (Cornell University)
BibTeX Citation
@article{karagiannis_vldb20,
title = {{Scrutinizer: Fact Checking Statistical Claims}},
author = {Karagiannis, Georgios and Saeed, Mohammed and Papotti, Paolo and Trummer, Immanuel},
journal = {PVLDB},
series = {{VLDB} '20},
volume = {13},
number = {12},
pages = {2965--2968},
doi = {10.14778/3415478.3415520},
url = {https://doi.org/10.14778/3415478.3415520},
year = {2020}
}Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,362 | Can Large Language Models Predict Data Correlations from Column Names? | 2023 | VLDB | 6.1592249e-05 |
| 9,587 | On Detecting Cherry-picked Generalizations | 2022 | VLDB | 5.154741e-05 |
| 10,201 | CEDAR: A System for Cost-Efficient Data-Driven Claim Verification | 2025 | VLDB | 5.0599411e-05 |
| 11,369 | Finding Convincing Views to Endorse a Claim | 2025 | VLDB | 4.9769913e-05 |
| 11,860 | OpenTFV: An Open Domain Table-Based Fact Verification System | 2022 | SIGMOD | 4.9769913e-05 |
| 11,905 | OREO: Detection of Cherry-picked Generalizations | 2022 | VLDB | 4.9769913e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,957 | Verifying Text Summaries of Relational Data Sets | 2019 | SIGMOD | 6.3379906e-05 |
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|---|---|---|---|---|
| 1 | 7,765 | User Guidance for Efficient Fact Checking | 2019 | VLDB |
| 2 | 11,158 | Demonstrating CEDAR: A System for Cost-Efficient Data-Driven Claim Verification | 2025 | SIGMOD |
| 3 | 10,902 | Developing and Benchmarking Verification Algorithms to Improve Text-to-SQL Generation | 2026 | VLDB |
| 4 | 11,406 | ClaimIt: Finding Convincing Views to Endorse a Claim | 2025 | VLDB |
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| 6 | 12,468 | iCheck: Computationally Combating "Lies, D-ned Lies, and Statistics" | 2014 | SIGMOD |
| 7 | 2,479 | ClaimBuster: The First-ever End-to-end Fact-checking System | 2017 | VLDB |
| 8 | 3,172 | Toward Computational Fact-Checking | 2014 | VLDB |
| 9 | 7,754 | AggChecker: A Fact-Checking System for Text Summaries of Relational Data Sets | 2019 | VLDB |
| 10 | 4,957 | Verifying Text Summaries of Relational Data Sets | 2019 | SIGMOD |