Towards NLP-Enhanced Data Profiling Tools
Summary: Propose NLP-enhanced data profiling that leverages column/table name semantics to prioritize profiling methods and targets when time or compute budget is limited. Name-derived signals guide targeted analyses, reducing cost and improving relevance of discovered metadata. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,003 | Chorus: Foundation Models for Unified Data Discovery and Exploration | 2024 | VLDB | 7.7358219e-05 |
| 5,506 | Can Large Language Models Predict Data Correlations from Column Names? | 2023 | VLDB | 5.4711611e-05 |
| 7,027 | Mind the Data Gap: Bridging LLMs to Enterprise Data Integration | 2025 | CIDR | 4.8524216e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 0 of 0 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,636 | A Deep Dive into Deep Learning Approaches for Text-to-SQL Systems | 2021 | SIGMOD | 6.8920532e-05 |
| 6,825 | Natural Language Interfaces for Databases with Deep Learning | 2023 | VLDB | 4.9095673e-05 |
| 10,841 | Natural Language to SQL: State of the Art and Open Problems | 2025 | VLDB | 4.1905499e-05 |
| 11,346 | Simplifying Access to Large-scale Structured Datasets by Meta-Profiling with Scalable Training Set Enrichment | 2022 | SIGMOD | 4.1905499e-05 |
| 1,627 | Data Profiling with Metanome | 2015 | VLDB | 0.0001108421 |
| 3,473 | Data Profiling – A Tutorial | 2017 | SIGMOD | 7.0623537e-05 |
| 973 | Natural language to SQL: Where are we today? | 2020 | VLDB | 0.0001488435 |
| 5,457 | Transformers for Tabular Data Representation: A Tutorial on Models and Applications | 2022 | VLDB | 5.4960654e-05 |
| 5,506 | Can Large Language Models Predict Data Correlations from Column Names? | 2023 | VLDB | 5.4711611e-05 |
| 8,612 | The Case for NLP-Enhanced Database Tuning: Towards Tuning Tools that "Read the Manual" | 2021 | VLDB | 4.4807455e-05 |