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Semantic Integrity Constraints: Declarative Guardrails for AI-Augmented Data Processing Systems

Summary: Introduces semantic integrity constraints (SICs), declarative guardrails that generalize database integrity constraints to LLM-derived query outputs. Supports grounding, soundness, and exclusion via proactive/reactive enforcement integrated into query planning and runtime execution. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
14214
Venue
VLDB
Year
2025
Pagerank
5.2101877e-05
Overall Rank
9,841 | 32.49%
DOI
10.14778/3749646.3749677

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{lee_vldb25,
        title = {{Semantic Integrity Constraints: Declarative Guardrails for AI-Augmented Data Processing Systems}},
        author = {Lee, Alexander W. and Chan, Justin and Fu, Michael and Kim, Nicolas and Mehta, Akshay and Raghavan, Deepti and Çetintemel, Uğur},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {11},
        pages = {4073--4080},
        doi = {10.14778/3749646.3749677},
        url = {https://doi.org/10.14778/3749646.3749677},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
8,829 Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees 2026 SIGMOD 5.3613784e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
81 Implementation of Integrity Constraints and Views by Query Modification 1975 SIGMOD 0.00036443459
90 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00034951786
251 Crowdsourced Databases: Query Processing with People 2011 CIDR 0.00023261113
950 CAESURA: Language Models as Multi-Modal Query Planners 2024 CIDR 0.0001302491
1,245 Palimpzest: Optimizing AI-Powered Analytics with Declarative Query Processing 2025 CIDR 0.00011507415
1,343 DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing 2025 VLDB 0.00011095866
2,409 Deco: A System for Declarative Crowdsourcing 2012 VLDB 8.6145078e-05
2,956 The Design of an LLM-powered Unstructured Analytics System 2025 CIDR 7.9203461e-05
3,829 Behavior of Database Production Rules: Termination, Confluence, and Observable Determinism 1992 SIGMOD 7.088463e-05
4,081 Abacus: A Cost-Based Optimizer for Semantic Operator Systems 2026 VLDB 6.9165634e-05
4,367 SQL Has Problems. We Can Fix Them: Pipe Syntax In SQL 2024 VLDB 6.7395125e-05
4,621 spade: Synthesizing Data Quality Assertions for Large Language Model Pipelines 2024 VLDB 6.6024412e-05
5,220 Databases Unbound: Querying All of the World’s Bytes with AI 2024 VLDB 6.3108362e-05
6,778 VectraFlow: Integrating Vectors into Stream Processing 2025 CIDR 5.7772535e-05
7,439 AOP: Automated and Interactive LLM Pipeline Orchestration for Answering Complex Queries 2025 CIDR 5.6181103e-05
8,854 Towards Foundation Database Models 2025 CIDR 5.357608e-05
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