Cover Image

Optimizing LLM Queries in Relational Data Analytics Workloads

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Liu, Shu, Biswal, Asim, Kamsetty, Amog, Cheng, Audrey, Schroeder, Luis Gaspar, Patel, Liana, Cao, Shiyi, Mo, Xiangxi, Stoica, Ion, Gonzalez, Joseph E., Zaharia, Matei
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Databases
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Text2SQL is Not Enough: Unifying AI and Databases with TAG
by: Biswal, Asim, et al.
Published: (2024)

ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data
by: Patel, Liana, et al.
Published: (2024)

AI-Driven Research for Databases
by: Cheng, Audrey, et al.
Published: (2026)

Semantic Operators: A Declarative Model for Rich, AI-based Data Processing
by: Patel, Liana, et al.
Published: (2024)

Delta Fair Sharing: Performance Isolation for Multi-Tenant Storage Systems
by: Griggs, Tyler, et al.
Published: (2026)

LEANN: A Low-Storage Vector Index
by: Wang, Yichuan, et al.
Published: (2025)

Pie: Pooling CPU Memory for LLM Inference
by: Xu, Yi, et al.
Published: (2024)

Supporting Our AI Overlords: Redesigning Data Systems to be Agent-First
by: Liu, Shu, et al.
Published: (2025)

The Time is Here for Just-in-Time Systems: Challenges and Opportunities
by: Liu, Shu, et al.
Published: (2026)

Saving Money for Analytical Workloads in the Cloud
by: Srivastava, Tapan, et al.
Published: (2024)

DeepScholar-Bench: A Live Benchmark and Automated Evaluation for Generative Research Synthesis
by: Patel, Liana, et al.
Published: (2025)

LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters!
by: Li, Dacheng, et al.
Published: (2025)

Beyond Relational: Semantic-Aware Multi-Modal Analytics with LLM-Native Query Optimization
by: Zhu, Junhao, et al.
Published: (2025)

Arming Data Agents with Tribal Knowledge
by: Agarwal, Shubham, et al.
Published: (2026)

Sibyl: Forecasting Time-Evolving Query Workloads
by: Huang, Hanxian, et al.
Published: (2024)

OASIS: Object-based Analytics Storage for Intelligent SQL Query Offloading in Scientific Tabular Workloads
by: Hwang, Soon, et al.
Published: (2025)

DriftBench: Defining and Generating Data and Query Workload Drift for Benchmarking
by: Liu, Guanli, et al.
Published: (2025)

PBench: Workload Synthesizer with Real Statistics for Cloud Analytics Benchmarking
by: Zhou, Yan, et al.
Published: (2025)

Analytical Queries for Unstructured Data
by: Kang, Daniel
Published: (2025)

Memelang: An Axial Grammar for LLM-Generated Vector-Relational Queries
by: Holt, Bri
Published: (2025)

Exqutor: Extended Query Optimizer for Vector-augmented Analytical Queries
by: Kim, Hyunjoon, et al.
Published: (2025)

MoE-Lightning: High-Throughput MoE Inference on Memory-constrained GPUs
by: Cao, Shiyi, et al.
Published: (2024)

Accelerating Approximate Analytical Join Queries over Unstructured Data with Statistical Guarantees
by: Zhu, Yuxuan, et al.
Published: (2026)

M2: An Analytic System with Specialized Storage Engines for Multi-Model Workloads
by: Koo, Kyoseung, et al.
Published: (2025)

AQETuner: Reliable Query-level Configuration Tuning for Analytical Query Engines
by: Chen, Lixiang, et al.
Published: (2025)

LearnedWMP: Workload Memory Prediction Using Distribution of Query Templates
by: Quader, Shaikh, et al.
Published: (2024)

vAttention: Verified Sparse Attention
by: Desai, Aditya, et al.
Published: (2025)

ChARLES: Change-Aware Recovery of Latent Evolution Semantics in Relational Data
by: He, Shiyi, et al.
Published: (2024)

TailorSQL: An NL2SQL System Tailored to Your Query Workload
by: Vaidya, Kapil, et al.
Published: (2025)

Research Challenges in Relational Database Management Systems for LLM Queries
by: Akillioglu, Kerem, et al.
Published: (2025)

Data Path Fusion in GPU for Analytical Query Processing
by: Ozawa, Tsuyoshi, et al.
Published: (2026)

K-Search: LLM Kernel Generation via Co-Evolving Intrinsic World Model
by: Cao, Shiyi, et al.
Published: (2026)

GrASP: A Generalizable Address-based Semantic Prefetcher for Scalable Transactional and Analytical Workloads
by: Zirak, Farzaneh, et al.
Published: (2025)

FDABench: A Benchmark for Data Agents on Analytical Queries over Heterogeneous Data
by: Wang, Ziting, et al.
Published: (2025)

A Chase-based Approach to Consistent Answers of Analytic Queries in Star Schemas
by: Laurent, Dominique, et al.
Published: (2025)

Query Logs Analytics: A Aystematic Literature Review
by: Lanasri, Dihia
Published: (2025)

Querying Graph-Relational Data
by: Sullivan, Michael J., et al.
Published: (2025)

On the Expressiveness of Languages for Querying Property Graphs in Relational Databases
by: Rotschield, Hadar, et al.
Published: (2025)

Relational to RDF Data Migration by Query Co-Evaluation
by: Wisnesky, Ryan, et al.
Published: (2024)

Efficient Path Query Processing in Relational Database Systems
by: Correa, Diego Rivera, et al.
Published: (2026)