Research Article: Zero-Shot Data Quality Rules via LLM Program Synthesis

research-article
Received: Oct 10, 2025
Published: Oct 30, 2025
Authors: William Parker ✉ Nandini Sarkar

Abstract

We synthesize executable data quality rules from natural language specs with an LLM-based planner and verifier, cutting rule authoring time by 61% across 320 specs.

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Cite this article

Parker, W. & Sarkar, N. (2025). Research Article: Zero-Shot Data Quality Rules via LLM Program Synthesis. Research Explorations in Global Knowledge & Technology (REGKT), 3 (8). Retrieved from https://regkt.com/article.php?id=146&slug=zero-shot-data-quality-rules-via-llm-program-synthesis

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