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QueryArtisan: Generating Data Manipulation Codes for Ad-hoc Analysis in Data Lakes
Summary: LLM-driven QueryArtisan generates just-in-time data-manipulation code to enable natural-language ad-hoc queries directly over heterogeneous, schema-less data lakes using modality-aware operators. Integrates a cost-model optimizer to produce efficient operator plans, avoiding ETL/schemas and outperforming prior LLM and ETL approaches.
(summarized by gpt-5-mini on Feb 09 2026)
- Paper ID
- 13781
- Venue
- VLDB
- Year
- 2025
- Pagerank
- 4.2254157e-05
- Overall Rank
- 9,960 | 30.78%
- DOI
-
10.14778/3705829.3705832
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 17 of 17 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 366 |
Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation |
2024 |
VLDB |
0.00025580097 |
| 514 |
TURL: Table Understanding through Representation Learning |
2021 |
VLDB |
0.00021280726 |
| 609 |
Goods: Organizing Google's Datasets |
2016 |
SIGMOD |
0.00019223217 |
| 936 |
Data Lake Management: Challenges and Opportunities |
2019 |
VLDB |
0.00015197838 |
| 1,179 |
Table Union Search on Open Data |
2018 |
VLDB |
0.00013458551 |
| 1,185 |
JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes |
2019 |
SIGMOD |
0.00013432692 |
| 1,274 |
The Data Civilizer System |
2017 |
CIDR |
0.00012869297 |
| 1,631 |
CodexDB: Synthesizing Code for Query Processing from Natural Language Instructions using GPT-3 Codex |
2022 |
VLDB |
0.00011071662 |
| 1,661 |
On Multi-Column Foreign Key Discovery |
2010 |
VLDB |
0.00010967185 |
| 2,842 |
Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning |
2023 |
VLDB |
8.0366354e-05 |
| 3,283 |
Constance: An Intelligent Data Lake System |
2016 |
SIGMOD |
7.27606e-05 |
| 3,765 |
Ember: No-Code Context Enrichment via Similarity-Based Keyless Joins |
2022 |
VLDB |
6.7760748e-05 |
| 3,911 |
Progressive and Selective Merge: Computing Top-K with Ad-hoc Ranking Functions |
2007 |
SIGMOD |
6.6343292e-05 |
| 4,860 |
Integrating Data Lake Tables |
2023 |
VLDB |
5.867964e-05 |
| 4,959 |
Efficient Subgraph Search over Large Uncertain Graphs |
2011 |
VLDB |
5.7992713e-05 |
| 6,174 |
When the Web is your Data Lake: Creating a Search Engine for Datasets on the Web |
2020 |
SIGMOD |
5.16784e-05 |
| 7,642 |
Cross Modal Data Discovery over Structured and Unstructured Data Lakes |
2023 |
VLDB |
4.6856127e-05 |
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CIDR |
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| 1,088 |
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VLDB |
0.00014158762 |
| 10,803 |
A Demonstration of QueryArtisan: Real-Time Data Lake Analysis via Dynamically Generated Data Manipulation Code |
2025 |
VLDB |
4.1905499e-05 |