DataVinci: Learning Syntactic and Semantic String Repairs

Summary: DataVinci is a fully unsupervised string error detector and repairer that learns column-wide regex patterns to flag deviations. It handles mixed syntactic and semantic substrings with an LLM-based abstraction and uses data-program traces to derive repairs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 7026
Venue: SIGMOD
Year: 2025
Pagerank: 4.3399748e-05
Overall Rank: 9,395 | 34.71%
DOI: 10.1145/3709677

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
11,140	Generalizable Data Cleaning of Tabular Data in Latent Space	2024	VLDB	4.1905499e-05

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
112	Potter's Wheel: An Interactive Data Cleaning System	2001	VLDB	0.00047010908
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035692958
516	Can Foundation Models Wrangle Your Data?	2023	VLDB	0.00021194444
788	ActiveClean: Interactive Data Cleaning For Statistical Modeling	2016	VLDB	0.00016618698
1,340	HoloDetect: Few-Shot Learning for Error Detection	2019	SIGMOD	0.00012492795
1,629	Data Cleaning: Overview and Emerging Challenges	2016	SIGMOD	0.00011073148
1,895	Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning	2020	VLDB	0.00010174634
2,161	Uni-Detect: A Unified Approach to Automated Error Detection in Tables	2019	SIGMOD	9.4029915e-05
2,507	Auto-Detect: Data-Driven Error Detection in Tables	2018	SIGMOD	8.6254741e-05
2,968	Raha: A Configuration-Free Error Detection System	2019	SIGMOD	7.7964476e-05
5,203	Pattern Functional Dependencies for Data Cleaning	2020	VLDB	5.628087e-05
6,188	Semi-Supervised Data Cleaning with Raha and Baran	2021	CIDR	5.1607275e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035692958
7,868	Learning Over Dirty Data Without Cleaning	2020	SIGMOD	4.6276013e-05
1,160	Towards Certain Fixes with Editing Rules and Master Data	2010	VLDB	0.0001358129
2,161	Uni-Detect: A Unified Approach to Automated Error Detection in Tables	2019	SIGMOD	9.4029915e-05
10,816	DemandClean: A Multi-Objective Learning Framework for Balancing Model Tolerance to Data Authenticity and Diversity	2025	VLDB	4.1905499e-05
3,397	Automatic Data Repair: Are We Ready to Deploy?	2024	VLDB	7.1386386e-05
3,198	Towards Dependable Data Repairing with Fixing Rules	2014	SIGMOD	7.4029546e-05
2,507	Auto-Detect: Data-Driven Error Detection in Tables	2018	SIGMOD	8.6254741e-05
3,233	Learning Semantic String Transformations from Examples	2012	VLDB	7.331883e-05
10,521	Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables	2025	SIGMOD	4.1905499e-05