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Andreas Kipf

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Improving Data Preparation for CSV Files with LLMs

This work shows how machine learning and GenAI can be used to assist with two specific tasks: First, when reading CSV files, it needs to be decided whether the first row is a header or not, and how machine learning and GenAI can be used to assist with two specific tasks.

Alexander van Renen, Moritz Rengert, Macallyster Edmondson et al. · 0 citations
Preprint Jul 2026

Hollywood: Towards a Large Movie Dataset for Database Benchmarking

Hollywood is introduced, a synthetic IMDb-compatible benchmark generator that combines LLM-generated semantic dictionaries with deterministic temporal-graph-based relational data generation and demonstrates that Hollywood induces cardinality estimation errors comparable to or exceeding those observed on the original IMDb dataset.

Ivan Iachnyk, Mihail Stoian, Andreas Kipf · 0 citations