Demonstrating CatDB: LLM-based Generation of Data-centric ML Pipelines

Summary: CatDB enables LLM-based data-centric ML pipelines using dataset-specific instructions from profiling metadata and a refined data catalog. Instruction-splitting (clean, transform, train) yields massive speedups over state-of-the-art LLM/AutoML on large datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 7146
Venue: SIGMOD
Year: 2025
Pagerank: -
Overall Rank: 13,098 | 8.88%
DOI: 10.1145/3722212.3725097

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