Intent Graph: Navigating the Analytical Reasoning Space for Exploratory Data Analysis
3.40T1 sourcearXiv cs.HC
Source record
Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2610.11025.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryPaper presenting DAG-EDA, a system where analysts and an LLM co-navigate exploratory data analysis via an intent graph that decomposes questions into concrete tasks while preserving alternative paths, and a multi-layered knowledge graph that externalizes the LLM's domain knowledge. Includes a usage scenario and a user study design.
Why it mattersA concrete research system that structures how LLMs participate in exploratory analysis, keeping alternative paths open and grounding model suggestions in inspectable structures rather than free-form text.
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