Synthesizing Type-Detection Logic for Rich Semantic Data Types using Open-source Code

Summary: Autotype synthesizes semantic-type detectors by mining code from positive examples and a keyword; it derives type-detection logic from execution traces. On a 112-type benchmark, it detects 84 with precision, boosting web-table discovery vs. baselines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5534
Venue: SIGMOD
Year: 2018
Pagerank: 5.072267e-05
Overall Rank: 6,416 | 55.37%
DOI: 10.1145/3183713.3196888

Incoming Non-self Citations Over Time

Authors

1. Cong Yan
2. Yeye He

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,158	Uni-Detect: A Unified Approach to Automated Error Detection in Tables	2019	SIGMOD	9.4141354e-05
2,587	Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks	2024	SIGMOD	8.4924618e-05
2,888	Sato: Contextual Semantic Type Detection in Tables	2020	VLDB	7.9594996e-05
3,478	Transform-Data-by-Example (TDE): An Extensible Search Engine for Data Transformations	2018	VLDB	7.054159e-05
5,096	Auto-Transform: Learning-to-Transform by Patterns	2020	VLDB	5.7011825e-05
5,242	Towards Benchmarking Feature Type Inference for AutoML Platforms	2021	SIGMOD	5.6074743e-05
7,838	Auto-Validate: Unsupervised Data Validation Using Data-Domain Patterns Inferred from Data Lakes	2021	SIGMOD	4.6377995e-05
10,512	Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables	2025	SIGMOD	4.1945683e-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
107	WebTables: Exploring the Power of Tables on the Web	2008	VLDB	0.00048377684
112	Potter's Wheel: An Interactive Data Cleaning System	2001	VLDB	0.00047045036
188	Applying Model Management to Classical Meta Data Problems	2003	CIDR	0.00035968389
621	Schema Mappings, Data Exchange, and Metadata Management	2005	PODS	0.00019005115
748	Metadata Management for Large Statistical Databases	1982	VLDB	0.00017268814
1,546	KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing	2015	SIGMOD	0.00011446851
2,174	iMAP: Discovering Complex Semantic Matches between Database Schemas	2004	SIGMOD	9.3672342e-05
3,742	TEGRA: Table Extraction by Global Record Alignment	2015	SIGMOD	6.7966898e-05
4,695	DataXFormer: An Interactive Data Transformation Tool	2015	SIGMOD	5.9927993e-05
8,042	Transform-Data-by-Example (TDE): Extensible Data Transformation in Excel	2018	SIGMOD	4.5994569e-05
8,499	Synthesizing Mapping Relationships Using Table Corpus	2017	SIGMOD	4.4975851e-05
11,939	Annotating Database Schemas to Help Enterprise Search	2015	VLDB	4.1945683e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
1,163	Extracting Schema from Semistructured Data	1998	SIGMOD	0.00013577466
8,913	Making Table Understanding Work in Practice	2022	CIDR	4.427232e-05
11,205	Steered Training Data Generation for Learned Semantic Type Detection	2023	SIGMOD	4.1945683e-05
3,230	Learning Semantic String Transformations from Examples	2012	VLDB	7.339123e-05
1,897	Type Inference for Queries on Semistructured Data (Extended Abstract)	1999	PODS	0.00010178006
10,512	Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables	2025	SIGMOD	4.1945683e-05
2,506	Auto-Detect: Data-Driven Error Detection in Tables	2018	SIGMOD	8.6335464e-05
5,242	Towards Benchmarking Feature Type Inference for AutoML Platforms	2021	SIGMOD	5.6074743e-05
2,888	Sato: Contextual Semantic Type Detection in Tables	2020	VLDB	7.9594996e-05
5,099	ArcheType: A Novel Framework for Open-Source Column Type Annotation using Large Language Models	2024	VLDB	5.6997784e-05