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The Design of an LLM-powered Unstructured Analytics System

Summary: Aryn compiles NL queries into semantic plans executed by Sycamore, a distributed declarative engine exposing DocSets to analyze, enrich, and transform large unstructured document collections. Luna (NL→Sycamore) and DocParse (PDF→DocSet) improve accuracy over RAG on NTSB reports and surface explainable execution traces to build trust. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
hac3ef868c174ee10
Venue
CIDR
Year
2025
Pagerank
8.7093949e-05
Overall Rank
2,273 | 84.73%
DOI
-
PDF
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Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{anderson_cidr25,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '25},
        title = {{The Design of an LLM-powered Unstructured Analytics System}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Anderson, Eric and Fritz, Jonathan and Lee, Austin and Li, Bohou and Lindblad, Mark and Lindeman, Henry and Meyer, Alex and Parmar, Parthkumar and Ranade, Tanvi and Shah, Mehul A. and Sowell, Benjamin and Tecuci, Dan and Thapliyal, Vinayak and Welsh, Matt},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 19 of 19 citing papers.

Rank Citing Paper Year Venue Pagerank
658 DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing 2025 VLDB 0.00015058738
2,909 Semantic Operators and Their Optimization: Enabling LLM-Based Data Processing with Accuracy Guarantees in LOTUS 2025 VLDB 7.8705905e-05
3,049 Abacus: A Cost-Based Optimizer for Semantic Operator Systems 2026 VLDB 7.7087759e-05
3,467 In-depth Analysis of Graph-based RAG in a Unified Framework 2025 VLDB 7.2749538e-05
3,924 Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End System 2025 SIGMOD 6.9195146e-05
6,607 Multi-Objective Agentic Rewrites for Unstructured Data Processing 2026 VLDB 5.73539e-05
7,435 Cracking Vector Search Indexes 2025 VLDB 5.5266018e-05
7,865 Semantic Integrity Constraints: Declarative Guardrails for AI-Augmented Data Processing Systems 2025 VLDB 5.4361737e-05
8,526 Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees 2026 SIGMOD 5.3215522e-05
8,687 Relational Deep Dive: Error-Aware Queries Over Unstructured Data 2026 VLDB 5.2880532e-05
10,148 Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics 2026 CIDR 5.0691578e-05
10,198 Task Cascades for Efficient Unstructured Data Processing 2026 SIGMOD 5.0599411e-05
10,199 Featurized-Decomposition Join: Low-Cost Semantic Joins with Guarantees 2026 VLDB 5.0599411e-05
10,351 Evergreen: Efficient Claim Verification for Semantic Aggregates 2027 VLDB 4.9769913e-05
10,434 Bridging the Gap: Cardinality Estimation for Semantic Queries on Unstructured Data 2026 SIGMOD 4.9769913e-05
10,633 Beyond Relational: Semantic-Aware Multi-Modal Analytics with LLM-Native Query Optimization 2026 SIGMOD 4.9769913e-05
10,867 Sema: A High-performance System for LLM-based Semantic Query Processing 2026 VLDB 4.9769913e-05
11,033 Bridging LLMs and Database Systems: A Deep Dive into Enhanced Relational Operators 2026 VLDB 4.9769913e-05
11,186 Approximating Opaque Top-k Queries 2025 SIGMOD 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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