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Relational Deep Dive: Error-Aware Queries Over Unstructured Data

Summary: ReDD dynamically discovers query-specific, joinable schemas and populates relational tables from unstructured corpora using LLMs plus hidden-state classifiers. SCAPE provides calibrated error detection with coverage guarantees, enabling accuracy–human-cost trade-offs and reducing extraction errors below 1%. (summarized by gpt-5.6-luna on Jul 09 2026)

Paper ID
14324
Venue
VLDB
Year
2026
Pagerank
4.1905499e-05
Overall Rank
10,285 | 28.52%
DOI
10.14778/3811243.3811256

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