Automatic Rule Refinement for Information Extraction
Summary: Applies tuple-lineage techniques from data provenance to diagnose incorrect rule-based information extractions. Ranks candidate rule modifications from labeled correct/incorrect outputs, reducing iterative refinement effort in SystemT. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Bin Liu (University of Michigan)
- 2. Laura Chiticariu (IBM)
- 3. Vivian Chu (IBM)
- 4. H.V. Jagadish (University of Michigan)
- 5. Frederick R. Reiss (IBM)
BibTeX Citation
@article{liu_vldb10,
title = {{Automatic Rule Refinement for Information Extraction}},
author = {Liu, Bin and Chiticariu, Laura and Chu, Vivian and Jagadish, H.V. and Reiss, Frederick R.},
journal = {PVLDB},
series = {{VLDB} '10},
volume = {3},
number = {1},
pages = {588--597},
doi = {10.14778/1920841.1920916},
url = {https://doi.org/10.14778/1920841.1920916},
year = {2010}
}Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,528 | Joining Extractions of Regular Expressions | 2018 | PODS | 0.00010486718 |
| 2,019 | RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation | 2021 | VLDB | 9.2983994e-05 |
| 4,431 | Database Principles in Information Extraction | 2014 | PODS | 6.7088601e-05 |
| 4,499 | Cleaning Inconsistencies in Information Extraction via Prioritized Repairs | 2014 | PODS | 6.6608401e-05 |
| 4,901 | Maximizing Conjunctive Views in Deletion Propagation | 2011 | PODS | 6.4528526e-05 |
| 8,484 | Synthesizing Extraction Rules from User Examples with SEER | 2017 | SIGMOD | 5.4155551e-05 |
| 12,228 | Spanners: A Formal Framework for Information Extraction | 2013 | PODS | 5.093636e-05 |
| 12,250 | Provenance-based Dictionary Refinement in Information Extraction | 2013 | SIGMOD | 5.093636e-05 |
| 13,690 | The SystemT IDE: An Integrated Development Environment for Information Extraction Rules | 2011 | SIGMOD | - |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 17 | Provenance Semirings | 2007 | PODS | 0.00059843817 |
| 319 | Declarative Information Extraction Using Datalog with Embedded Extraction Predicates | 2007 | VLDB | 0.00021377065 |
| 385 | Why Not? | 2009 | SIGMOD | 0.00019455743 |
| 628 | On the Provenance of Non-Answers to Queries over Extracted Data | 2008 | VLDB | 0.00015630285 |
| 2,032 | Explaining Missing Answers to SPJUA Queries | 2010 | VLDB | 9.2828822e-05 |
| 3,216 | Toward Best-Effort Information Extraction | 2008 | SIGMOD | 7.6322141e-05 |
| 7,239 | I4E: Interactive Investigation of Iterative Information Extraction | 2010 | SIGMOD | 5.6645117e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 7,239 | I4E: Interactive Investigation of Iterative Information Extraction | 2010 | SIGMOD |
| 2 | 8,226 | Data Management for Large Rule Systems | 1991 | VLDB |
| 3 | 4,499 | Cleaning Inconsistencies in Information Extraction via Prioritized Repairs | 2014 | PODS |
| 4 | 4,602 | Provenance for Natural Language Queries | 2017 | VLDB |
| 5 | 2,348 | Document Spanners for Extracting Incomplete Information: Expressiveness and Complexity | 2018 | PODS |
| 6 | 628 | On the Provenance of Non-Answers to Queries over Extracted Data | 2008 | VLDB |
| 7 | 3,973 | Uncertainty Management in Rule-Based Information Extraction Systems | 2009 | SIGMOD |
| 8 | 11,440 | Autonomously Computable Information Extraction | 2023 | VLDB |
| 9 | 12,250 | Provenance-based Dictionary Refinement in Information Extraction | 2013 | SIGMOD |
| 10 | 13,690 | The SystemT IDE: An Integrated Development Environment for Information Extraction Rules | 2011 | SIGMOD |