DataXFormer: An Interactive Data Transformation Tool

Summary: DataXFormer enables interactive semantic data transformations via reference data lookups (e.g., zip→city) beyond pure syntactic rules. The demo shows user interaction and evaluates transformation-discovery approaches over ~112M web tables and online sources, highlighting effectiveness and efficiency in data management tasks. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 4982
Venue: SIGMOD
Year: 2015
Pagerank: 5.9876184e-05
Overall Rank: 4,691 | 67.40%
DOI: 10.1145/2723372.2723566

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,469	BlinkFill: Semi-supervised Programming By Example for Syntactic String Transformations	2016	VLDB	0.00011831156
3,798	Stitching Web Tables for Improving Matching Quality	2017	VLDB	6.753528e-05
6,411	Synthesizing Type-Detection Logic for Rich Semantic Data Types using Open-source Code	2018	SIGMOD	5.0675656e-05
7,384	The VADA Architecture for Cost-Effective Data Wrangling	2017	SIGMOD	4.7400209e-05

Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
53	DISCOVER: Keyword Search in Relational Databases	2002	VLDB	0.00065993143
420	InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables	2012	SIGMOD	0.00023700634
488	Data Curation at Scale: The Data Tamer System	2013	CIDR	0.00022029993
1,538	Google's Deep-Web Crawl	2008	VLDB	0.00011455291
1,974	BANKS: Browsing and Keyword Searching in Relational Databases	2002	VLDB	9.8822798e-05
5,938	DataXFormer: Leveraging the Web for Semantic Transformations	2015	CIDR	5.2605665e-05

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Overall Rank	Paper	Year	Venue	Pagerank
5,096	Auto-Transform: Learning-to-Transform by Patterns	2020	VLDB	5.6960764e-05
5,279	Auto-Tables: Synthesizing Multi-Step Transformations to Relationalize Tables without Using Examples	2023	VLDB	5.5851818e-05
1,266	Foofah: Transforming Data By Example	2017	SIGMOD	0.00012921038
5,209	Interactive Mapping Specification with Exemplar Tuples	2017	SIGMOD	5.6245587e-05
7,818	Foofah: A Programming-By-Example System for Synthesizing Data Transformation Programs	2017	SIGMOD	4.6398687e-05
1,067	Data-Driven Understanding and Refinement of Schema Mappings	2001	SIGMOD	0.00014320456
9,405	TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations	2025	VLDB	4.3399748e-05
3,233	Learning Semantic String Transformations from Examples	2012	VLDB	7.331883e-05
3,483	Transform-Data-by-Example (TDE): An Extensible Search Engine for Data Transformations	2018	VLDB	7.0493668e-05
5,938	DataXFormer: Leveraging the Web for Semantic Transformations	2015	CIDR	5.2605665e-05