Database Paper Browser

Back to papers

Transform-Data-by-Example (TDE): An Extensible Search Engine for Data Transformations

Summary: Transform-Data-by-Example (TDE) is an extensible search engine that indexes 50K transformation functions from code, DLLs, web services and mapping tables; users provide input/output examples to synthesize programs. On 200 tasks, TDE reaches 72% correctness, outperforms existing systems; Excel beta and Power BI integration extend practical adoption. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11610
Venue
VLDB
Year
2018
Pagerank
7.0493668e-05
Overall Rank
3,483 | 75.80%
DOI
10.14778/3231751.3231766

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 19 of 19 citing papers.

Rank Citing Paper Year Venue Pagerank
516 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00021194444
2,161 Uni-Detect: A Unified Approach to Automated Error Detection in Tables 2019 SIGMOD 9.4029915e-05
2,585 Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks 2024 SIGMOD 8.4909917e-05
3,254 Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks 2020 SIGMOD 7.3172324e-05
5,096 Auto-Transform: Learning-to-Transform by Patterns 2020 VLDB 5.6960764e-05
5,244 Towards Benchmarking Feature Type Inference for AutoML Platforms 2021 SIGMOD 5.6021738e-05
5,279 Auto-Tables: Synthesizing Multi-Step Transformations to Relationalize Tables without Using Examples 2023 VLDB 5.5851818e-05
5,283 Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023 VLDB 5.5843052e-05
5,389 Auto-Pipeline: Synthesizing Complex Data Pipelines By-Target Using Reinforcement Learning and Search 2021 VLDB 5.5339832e-05
5,533 QueryBooster: Improving SQL Performance Using Middleware Services for Human-Centered Query Rewriting 2023 VLDB 5.4555519e-05
6,552 How do Categorical Duplicates Affect ML? A New Benchmark and Empirical Analyses 2024 VLDB 5.0109216e-05
6,798 DTT: An Example-Driven Tabular Transformer for Joinability by Leveraging Large Language Models 2024 SIGMOD 4.9186164e-05
9,381 Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table Representations 2024 SIGMOD 4.343902e-05
9,405 TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations 2025 VLDB 4.3399748e-05
10,606 Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence 2025 VLDB 4.1905499e-05
10,618 Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation 2025 VLDB 4.1905499e-05
11,181 LinCQA: Faster Consistent Query Answering with Linear Time Guarantees 2023 SIGMOD 4.1905499e-05
11,299 DataRinse: Semantic Transforms for Data preparation based on Code Mining 2023 VLDB 4.1905499e-05
11,345 SPINE: Scaling up Programming-by-Negative-Example for String Filtering and Transformation 2022 SIGMOD 4.1905499e-05
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

Rank Cited Paper Year Venue Pagerank
420 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00023700634
1,266 Foofah: Transforming Data By Example 2017 SIGMOD 0.00012921038
1,469 BlinkFill: Semi-supervised Programming By Example for Syntactic String Transformations 2016 VLDB 0.00011831156
1,538 Google's Deep-Web Crawl 2008 VLDB 0.00011455291
2,100 Predictive Interaction for Data Transformation 2015 CIDR 9.5410186e-05
2,507 Auto-Detect: Data-Driven Error Detection in Tables 2018 SIGMOD 8.6254741e-05
3,738 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB 6.8006812e-05
6,411 Synthesizing Type-Detection Logic for Rich Semantic Data Types using Open-source Code 2018 SIGMOD 5.0675656e-05
8,497 Synthesizing Mapping Relationships Using Table Corpus 2017 SIGMOD 4.49328e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
11,299 DataRinse: Semantic Transforms for Data preparation based on Code Mining 2023 VLDB 4.1905499e-05
1,266 Foofah: Transforming Data By Example 2017 SIGMOD 0.00012921038
7,818 Foofah: A Programming-By-Example System for Synthesizing Data Transformation Programs 2017 SIGMOD 4.6398687e-05
9,405 TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations 2025 VLDB 4.3399748e-05
5,279 Auto-Tables: Synthesizing Multi-Step Transformations to Relationalize Tables without Using Examples 2023 VLDB 5.5851818e-05
3,233 Learning Semantic String Transformations from Examples 2012 VLDB 7.331883e-05
5,938 DataXFormer: Leveraging the Web for Semantic Transformations 2015 CIDR 5.2605665e-05
4,691 DataXFormer: An Interactive Data Transformation Tool 2015 SIGMOD 5.9876184e-05
5,096 Auto-Transform: Learning-to-Transform by Patterns 2020 VLDB 5.6960764e-05
8,044 Transform-Data-by-Example (TDE): Extensible Data Transformation in Excel 2018 SIGMOD 4.5950532e-05