The Pneuma Project: Reifying Information Needs as Relational Schemas to Automate Discovery, Guide Preparation, and Align Data with Intent
Summary: Reifies evolving information needs as relational schemas to iteratively steer LLM-powered discovery and data-prep toward fit-for-purpose artifacts. Combines context-specialization, a conductor-style planner, and shared-state convergence with RAG/agentic integration to automate discovery, guide preparation, and record institutional knowledge. (summarized by gpt-5-mini on Feb 09 2026)
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 185 | DuckDB: an Embeddable Analytical Database | 2019 | SIGMOD | 0.00036529607 |
| 1,866 | ReAcTable: Enhancing ReAct for Table Question Answering | 2024 | VLDB | 0.00010265592 |
| 2,366 | Data Market Platforms: Trading Data Assets to Solve Data Problems | 2020 | VLDB | 8.9521259e-05 |
| 3,982 | How Large Language Models Will Disrupt Data Management | 2023 | VLDB | 6.5595332e-05 |
| 5,756 | Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End System | 2025 | SIGMOD | 5.3387063e-05 |
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