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CAESURA: Language Models as Multi-Modal Query Planners

Summary: Introduces Language-Model-Driven Query Planning: use LMs to translate natural-language queries into executable multi-modal query plans with operators over arbitrary modalities (images, text, video), unlike traditional SQL planners. Presents CAESURA, a GPT-4 prototype demonstrating feasibility on two datasets and proposing techniques to improve LM planning robustness for end-to-end multi-modal query execution. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
hb5c73f7f2d7146cd
Venue
CIDR
Year
2024
Pagerank
0.00015630219
Overall Rank
605 | 95.95%
DOI
-
PDF
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Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{urban_cidr24,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '24},
        title = {{CAESURA: Language Models as Multi-Modal Query Planners}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Urban, Matthias and Binnig, Carsten},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 35 of 35 citing papers.

Rank Citing Paper Year Venue Pagerank
630 DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing 2025 VLDB 0.00015402076
697 Palimpzest: Optimizing AI-Powered Analytics with Declarative Query Processing 2025 CIDR 0.00014665686
1,600 ReAcTable: Enhancing ReAct for Table Question Answering 2024 VLDB 0.00010093108
2,256 The Design of an LLM-powered Unstructured Analytics System 2025 CIDR 8.7418985e-05
2,924 Abacus: A Cost-Based Optimizer for Semantic Operator Systems 2026 VLDB 7.8407467e-05
3,717 Logical and Physical Optimizations for SQL Query Execution over Large Language Models 2025 SIGMOD 7.05392e-05
3,914 AOP: Automated and Interactive LLM Pipeline Orchestration for Answering Complex Queries 2025 CIDR 6.9084826e-05
4,559 Databases Unbound: Querying All of the World’s Bytes with AI 2024 VLDB 6.5238675e-05
4,583 QUEST: Query Optimization in Unstructured Document Analysis 2025 VLDB 6.5079225e-05
4,996 SemBench: A Benchmark for Semantic Query Processing Engines 2026 VLDB 6.3095672e-05
5,234 ELEET: Efficient Learned Query Execution over Text and Tables 2024 VLDB 6.204849e-05
5,908 Unify: A System For Unstructured Data Analytics 2025 VLDB 5.9343313e-05
6,584 Can Large Language Models Be Query Optimizer for Relational Databases? 2026 SIGMOD 5.72395e-05
6,938 PalimpChat: Declarative and Interactive AI analytics 2025 SIGMOD 5.6242429e-05
7,882 Semantic Integrity Constraints: Declarative Guardrails for AI-Augmented Data Processing Systems 2025 VLDB 5.4181983e-05
8,543 Cut Costs, Not Accuracy: LLM-Powered Data Processing with Guarantees 2026 SIGMOD 5.3039559e-05
8,707 Relational Deep Dive: Error-Aware Queries Over Unstructured Data 2026 VLDB 5.2705676e-05
8,708 Unstructured Data Analysis Using LLMs: A Comprehensive Benchmark 2026 VLDB 5.2705676e-05
9,098 Unveiling Challenges for LLMs in Enterprise Data Engineering 2026 VLDB 5.208561e-05
9,348 BridgeScope: A Universal Toolkit for Bridging Large Language Models and Databases 2026 CIDR 5.1764094e-05
9,494 SQLBarber: A System Leveraging Large Language Models to Generate Customized and Realistic SQL Workloads 2026 SIGMOD 5.1541298e-05
10,185 Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics 2026 CIDR 5.052396e-05
10,231 Task Cascades for Efficient Unstructured Data Processing 2026 SIGMOD 5.0432098e-05
10,232 Featurized-Decomposition Join: Low-Cost Semantic Joins with Guarantees 2026 VLDB 5.0432098e-05
10,383 Benchmarking Text-to-SQL under Role-Based Access Control 2027 SIGMOD 4.9605343e-05
10,388 CADENZA: Compiling Natural-Language Intent into Task-Specific Operator DAGs for Semantic Query Processing 2027 SIGMOD 4.9605343e-05
10,405 NOAH: A System for Analyzing Non-relational Tables Using Natural Language 2027 SIGMOD 4.9605343e-05
10,418 Evergreen: Efficient Claim Verification for Semantic Aggregates 2027 VLDB 4.9605343e-05
10,425 KathDB: Explainable Multimodal Database Management System with Human-AI Collaboration 2026 CIDR 4.9605343e-05
10,668 SEFRQO: A Self-Evolving Fine-Tuned RAG-Based Query Optimizer 2026 SIGMOD 4.9605343e-05
10,694 Beyond Relational: Semantic-Aware Multi-Modal Analytics with LLM-Native Query Optimization 2026 SIGMOD 4.9605343e-05
10,946 ConRAD: Conformal Risk-Aware Neural Databases 2026 VLDB 4.9605343e-05
11,056 Demonstrating Samsara: A Super-Optimizer for Multimodal Stream Processing 2026 VLDB 4.9605343e-05
11,068 Demonstrating TACT: Tunable Accuracy-Cost Trade-offs for Semantic Image Filtering 2026 VLDB 4.9605343e-05
11,094 Bridging LLMs and Database Systems: A Deep Dive into Enhanced Relational Operators 2026 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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