Talks, demonstrations, and accessible media explaining how column headers can support explainable semantic interpretation and Data Quality Assessment.

Videos & Audio

Conference presentations, demonstrations, and NotebookLM-generated video and audio summaries related to the HeadersIQ research.

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Attribute-Based Data Quality: Six-Minute NotebookLM Video

A short narrative overview of the first published paper and its central ideas.

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NotebookLM: BDCAT Paper Audio Conversation

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What you will learn: the central idea, how bounded numerical formats expose impossible values, and why explainable semantic rules can complement conventional data profiling.