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Unify: A System For Unstructured Data Analytics

Summary: Unify defines a core operator algebra (preprogrammed and LLM-backed) and maps natural-language queries to operator-based logical plans via embedding-indexed operator usages and iterative LLM decomposition. It cost-models plans with semantic cardinality estimates and executes them in parallel with runtime adaptation. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
14136
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,800 | 24.87%
DOI
10.14778/3750601.3750653

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Rank Citing Paper Year Venue Pagerank
10,268 OpenSQL: Data-Efficient Text-to-SQL for Open-Source LLMs via Synthesized Intermediate Supervision 2026 VLDB 4.1945683e-05
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