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Visual Template Inference for Data Extraction from Documents
Summary: TWIX infers latent visual templates for programmatically generated documents by clustering consistently co-located fields and enforcing alignment constraints (e.g., column/header and key/value alignment) to assemble templates for extraction. Template-driven extraction achieves >25% higher precision/recall than Evaporate/Textract/Azure/GPT-4-Vision on 34 datasets and is massively more scalable (≈520× faster, ≈3,786× cheaper) on large corpora.
(summarized by gpt-5-mini on Feb 11 2026)
- Paper ID
- 7437
- Venue
- SIGMOD
- Year
- 2026
- Pagerank
- 4.1905499e-05
- Overall Rank
- 10,126 | 29.63%
- DOI
-
10.1145/3769840
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Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
Outgoing Citations (Sorted by Pagerank)
Showing 15 of 15 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 586 |
Extracting Structured Data from Web Pages |
2003 |
SIGMOD |
0.0001963091 |
| 1,088 |
Language Models Enable Simple Systems for Generating Structured Views of Heterogeneous Data Lakes |
2024 |
VLDB |
0.00014158762 |
| 1,221 |
A Web of Concepts |
2009 |
PODS |
0.00013213428 |
| 1,839 |
DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing |
2025 |
VLDB |
0.00010351287 |
| 1,855 |
An Analysis of Structured Data on the Web |
2012 |
VLDB |
0.00010319508 |
| 3,679 |
Automatic Wrappers for Large Scale Web Extraction |
2011 |
VLDB |
6.8460927e-05 |
| 3,693 |
Navigating the Data Lake with DATAMARAN: Automatically Extracting Structure from Log Datasets |
2018 |
SIGMOD |
6.8326441e-05 |
| 3,745 |
TEGRA: Table Extraction by Global Record Alignment |
2015 |
SIGMOD |
6.7907837e-05 |
| 4,438 |
Robust Web Extraction: An Approach Based on a Probabilistic Tree-Edit Model |
2009 |
SIGMOD |
6.1819088e-05 |
| 6,755 |
Optimal Schemes for Robust Web Extraction |
2011 |
VLDB |
4.9343136e-05 |
| 7,831 |
The Smallest Extraction Problem |
2021 |
VLDB |
4.6372231e-05 |
| 8,301 |
Automatic Web-Scale Information Extraction |
2012 |
SIGMOD |
4.5392079e-05 |
| 9,255 |
Web Record Extraction with Invariants |
2023 |
VLDB |
4.3648789e-05 |
| 9,259 |
Improving Information Extraction from Visually Rich Documents using Visual Span Representations |
2021 |
VLDB |
4.3648789e-05 |
| 9,260 |
Glean: Structured Extractions from Templatic Documents |
2021 |
VLDB |
4.3648789e-05 |
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