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AutoDDG: Automated Dataset Description Generation using Large Language Models
Summary: AutoDDG generates dataset descriptions for tabular data by combining data-driven content summarization with LLM-based semantic enrichment, targeting missing/inaccurate metadata in data lakes/open portals. Proposes a multi-faceted evaluation (retrieval, reference-based, reference-free, human) and shows improved dataset search/retrieval at scale.
(summarized by gpt-5-mini on Apr 11 2026)
- Paper ID
- 7453
- Venue
- SIGMOD
- Year
- 2026
- Pagerank
- 4.1905499e-05
- Overall Rank
- 10,142 | 29.52%
- DOI
-
10.1145/3786626
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Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
Outgoing Citations (Sorted by Pagerank)
Showing 12 of 12 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 514 |
TURL: Table Understanding through Representation Learning |
2021 |
VLDB |
0.00021280726 |
| 936 |
Data Lake Management: Challenges and Opportunities |
2019 |
VLDB |
0.00015197838 |
| 1,185 |
JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes |
2019 |
SIGMOD |
0.00013432692 |
| 1,742 |
Auctus: A Dataset Search Engine for Data Discovery and Augmentation |
2021 |
VLDB |
0.00010695388 |
| 2,513 |
Annotating Columns with Pre-trained Language Models |
2022 |
SIGMOD |
8.6155767e-05 |
| 2,895 |
Sato: Contextual Semantic Type Detection in Tables |
2020 |
VLDB |
7.9539265e-05 |
| 3,001 |
SANTOS: Relationship-based Semantic Table Union Search |
2023 |
SIGMOD |
7.739698e-05 |
| 3,003 |
Chorus: Foundation Models for Unified Data Discovery and Exploration |
2024 |
VLDB |
7.7358219e-05 |
| 3,520 |
GitTables: A Large-Scale Corpus of Relational Tables |
2023 |
SIGMOD |
7.0136102e-05 |
| 3,827 |
Correlation Sketches for Approximate Join-Correlation Queries |
2021 |
SIGMOD |
6.7195959e-05 |
| 5,098 |
ArcheType: A Novel Framework for Open-Source Column Type Annotation using Large Language Models |
2024 |
VLDB |
5.6943033e-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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