Toward Best-Effort Information Extraction
Summary: Proposes iFlex, best-effort IE for rapid, approximate results. Declarative language with possible-worlds semantics; approximate query processor; and an automatic next-effort assistant that suggests refinements to iteratively raise precision. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Warren Shen
- 2. Pedro DeRose
- 3. Robert McCann
- 4. AnHai Doan
- 5. Raghu Ramakrishnan
Incoming Citations (Sorted by Pagerank)
Showing 10 of 10 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 653 | On the Provenance of Non-Answers to Queries over Extracted Data | 2008 | VLDB | 0.00018616975 |
| 2,607 | Extraction and Integration of Partially Overlapping Web Sources | 2013 | VLDB | 8.4615436e-05 |
| 2,949 | Interactive Data Integration through Smart Copy & Paste | 2009 | CIDR | 7.8278177e-05 |
| 2,974 | Efficiently Incorporating User Feedback into Information Extraction and Integration Programs | 2009 | SIGMOD | 7.7890486e-05 |
| 4,384 | Hybrid In-Database Inference for Declarative Information Extraction | 2011 | SIGMOD | 6.2251088e-05 |
| 4,960 | Querying Probabilistic Information Extraction | 2010 | VLDB | 5.7992639e-05 |
| 6,527 | Automatic Rule Refinement for Information Extraction | 2010 | VLDB | 5.0200332e-05 |
| 6,793 | Automatically Incorporating New Sources in Keyword Search-Based Data Integration | 2010 | SIGMOD | 4.9201319e-05 |
| 11,983 | Which Concepts Are Worth Extracting? | 2014 | SIGMOD | 4.1905499e-05 |
| 12,060 | Provenance-based Dictionary Refinement in Information Extraction | 2013 | SIGMOD | 4.1905499e-05 |
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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 |
|---|---|---|---|---|
| 103 | ULDBs: Databases with Uncertainty and Lineage | 2006 | VLDB | 0.00049520051 |
| 289 | Declarative Information Extraction Using Datalog with Embedded Extraction Predicates | 2007 | VLDB | 0.00028865317 |
| 686 | Pay-as-you-go User Feedback for Dataspace Systems | 2008 | SIGMOD | 0.00018107664 |
| 757 | Creating Probabilistic Databases from Information Extraction Models | 2006 | VLDB | 0.00017062337 |
| 1,094 | The Lixto Data Extraction Project - Back and Forth between Theory and Practice | 2004 | PODS | 0.00014105105 |
| 1,716 | Building Structured Web Community Portals: A Top-Down, Compositional, and Incremental Approach | 2007 | VLDB | 0.00010772386 |
| 2,593 | Answering Queries from Statistics and Probabilistic Views | 2005 | VLDB | 8.4758322e-05 |
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