Answering Table Queries on the Web using Column Keywords

Summary: Web tables as structured corpus; solve per-column keyword queries via joint table alignment. Introduces a query-segmentation model and content-overlap cues; uses bipartite matching and constrained graph cuts for joint labeling; validated on 25M tables. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: h3bdf234a027ab1d1
Venue: VLDB
Year: 2012
Pagerank: 0.00012357454
Overall Rank: 1,037 | 93.06%
DOI: 10.14778/2336664.2336665

Incoming Non-self Citations Over Time

Authors

1. Rakesh Pimplikar (IBM)
2. Sunita Sarawagi (Indian Institute of Technology Mumbai)

BibTeX Citation

@article{pimplikar_vldb12,
        title = {{Answering Table Queries on the Web using Column Keywords}},
        author = {Pimplikar, Rakesh and Sarawagi, Sunita},
        journal = {PVLDB},
        series = {{VLDB} '12},
        volume = {5},
        number = {10},
        pages = {908--919},
        doi = {10.14778/2336664.2336665},
        url = {https://doi.org/10.14778/2336664.2336665},
        year = {2012}
}

Incoming Citations (Sorted by Pagerank)

Showing 27 of 27 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
623	Data Lake Management: Challenges and Opportunities	2019	VLDB	0.00015446839
758	Table Union Search on Open Data	2018	VLDB	0.00014200657
1,268	Finding Related Tables in Data Lakes for Interactive Data Science	2020	SIGMOD	0.00011243615
1,275	Discovering Queries based on Example Tuples	2014	SIGMOD	0.00011213614
1,325	LSH Ensemble: Internet-Scale Domain Search	2016	VLDB	0.000110184
2,097	Open Data Integration	2018	VLDB	9.0397587e-05
2,289	Schema Extraction for Tabular Data on the Web	2013	VLDB	8.6813411e-05
2,940	Organizing Data Lakes for Navigation	2020	SIGMOD	7.8206062e-05
3,247	Ten Years of WebTables	2018	VLDB	7.4774952e-05
3,257	InfoGather+: Semantic Matching and Annotation of Numeric and Time-Varying Attributes in Web Tables	2013	SIGMOD	7.4732058e-05
4,186	Data Integration and Machine Learning: A Natural Synergy	2018	SIGMOD	6.7408641e-05
4,259	Pytheas: Pattern-based Table Discovery in CSV Files	2020	VLDB	6.6825991e-05
4,419	LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes	2024	VLDB	6.5905711e-05
4,830	Finding Patterns in a Knowledge Base using Keywords to Compose Table Answers	2014	VLDB	6.3840861e-05
5,435	Towards Distribution-aware Query Answering in Data Markets	2022	VLDB	6.1167862e-05
7,230	Dataset Relationship Management	2019	CIDR	5.5636441e-05
7,438	Data Integration and Machine Learning: A Natural Synergy	2018	VLDB	5.5123601e-05
7,728	Scalable Column Concept Determination for Web Tables Using Large Knowledge Bases	2013	VLDB	5.4515436e-05
8,303	Applying WebTables in Practice	2015	CIDR	5.3430314e-05
8,763	Progressive Deep Web Crawling Through Keyword Queries For Data Enrichment	2019	SIGMOD	5.2705326e-05
9,482	Knowledge Exploration Using Tables on the Web	2017	VLDB	5.1568391e-05
9,534	Automatically Generating Interesting Facts from Wikipedia Tables	2019	SIGMOD	5.151324e-05
10,380	Alignment-Guided Largest Table Overlap Size Estimation	2027	SIGMOD	4.9605343e-05
10,576	Shape-Agnostic Table Overlap Discovery: A Maximum Common Subhypergraph Approach	2026	SIGMOD	4.9605343e-05
11,651	Searching Data Lakes for Nested and Joined Data	2024	VLDB	4.9605343e-05
12,436	Finding Quality in Quantity: The Challenge of Discovering Valuable Sources for Integration	2015	CIDR	4.9605343e-05
12,479	Annotating Database Schemas to Help Enterprise Search	2015	VLDB	4.9605343e-05

Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
88	WebTables: Exploring the Power of Tables on the Web	2008	VLDB	0.00035500667
484	Data Integration for the Relational Web	2009	VLDB	0.00017535511
1,694	Answering Table Augmentation Queries from Unstructured Lists on the Web [Extended Abstract]	2009	VLDB	9.8374023e-05
2,876	Expressive and Flexible Access to Web-Extracted Data: A Keyword-based Structured Query Language	2010	SIGMOD	7.896713e-05
4,566	Structured Annotations of Web Queries	2010	SIGMOD	6.5177032e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	3,573	Using the Structure of Web Sites for Automatic Segmentation of Tables	2004	SIGMOD
2	367	InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables	2012	SIGMOD
3	8,304	Answering Web Queries Using Structured Data Sources	2009	SIGMOD
4	4,830	Finding Patterns in a Knowledge Base using Keywords to Compose Table Answers	2014	VLDB
5	4,566	Structured Annotations of Web Queries	2010	SIGMOD
6	1,694	Answering Table Augmentation Queries from Unstructured Lists on the Web [Extended Abstract]	2009	VLDB
7	314	Annotating and Searching Web Tables Using Entities, Types and Relationships	2010	VLDB
8	7,728	Scalable Column Concept Determination for Web Tables Using Large Knowledge Bases	2013	VLDB
9	753	Recovering Semantics of Tables on the Web	2011	VLDB
10	88	WebTables: Exploring the Power of Tables on the Web	2008	VLDB