Cover Image

Tackling prediction tasks in relational databases with LLMs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wydmuch, Marek, Borchmann, Łukasz, Graliński, Filip
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Computation and Language Databases
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Query and Conquer: Execution-Guided SQL Generation
by: Borchmann, Łukasz, et al.
Published: (2025)

Dynamic Boundary Time Warping for Sub-sequence Matching with Few Examples
by: Borchmann, Łukasz, et al.
Published: (2020)

Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges
by: Wu, Xiaofeng, et al.
Published: (2025)

ParisKV: Fast and Drift-Robust KV-Cache Retrieval for Long-Context LLMs
by: Qi, Yanlin, et al.
Published: (2026)

Can LLMs Clean Up Your Mess? A Survey of Application-Ready Data Preparation with LLMs
by: Zhou, Wei, et al.
Published: (2026)

Enhancing Temporal Understanding in LLMs for Semi-structured Tables
by: Deng, Irwin, et al.
Published: (2024)

Graph Learning in the Era of LLMs: A Survey from the Perspective of Data, Models, and Tasks
by: Li, Xunkai, et al.
Published: (2024)

PromptMind Team at EHRSQL-2024: Improving Reliability of SQL Generation using Ensemble LLMs
by: Gundabathula, Satya K, et al.
Published: (2024)

KcMF: A Knowledge-compliant Framework for Schema and Entity Matching with Fine-tuning-free LLMs
by: Xu, Yongqin, et al.
Published: (2024)

Proof-Carrying Numbers (PCN): A Protocol for Trustworthy Numeric Answers from LLMs via Claim Verification
by: Solatorio, Aivin V.
Published: (2025)

ReCellTy: Domain-Specific Knowledge Graph Retrieval-Augmented LLMs Reasoning Workflow for Single-Cell Annotation
by: Han, Dezheng, et al.
Published: (2025)

Query Performance Explanation through Large Language Model for HTAP Systems
by: Xiu, Haibo, et al.
Published: (2024)

Duplicate Detection with GenAI
by: Ormesher, Ian
Published: (2024)

Pseudo-Label Calibration Semi-supervised Multi-Modal Entity Alignment
by: Wang, Luyao, et al.
Published: (2024)

SketchFill: Sketch-Guided Code Generation for Imputing Derived Missing Values
by: Zhang, Yunfan, et al.
Published: (2024)

GNN: Graph Neural Network and Large Language Model for Data Discovery
by: Hoang, Thomas
Published: (2024)

Table-LLM-Specialist: Language Model Specialists for Tables using Iterative Generator-Validator Fine-tuning
by: Xing, Junjie, et al.
Published: (2024)

Pruning Minimal Reasoning Graphs for Efficient Retrieval-Augmented Generation
by: Wang, Ning, et al.
Published: (2026)

Q-NL Verifier: Leveraging Synthetic Data for Robust Knowledge Graph Question Answering
by: Schwabe, Tim, et al.
Published: (2025)

Prompt Valuation Based on Shapley Values
by: Liu, Hanxi, et al.
Published: (2023)

From Source to Target: Leveraging Transfer Learning for Predictive Process Monitoring in Organizations
by: Weinzierl, Sven, et al.
Published: (2025)

Notes on Applicability of GPT-4 to Document Understanding
by: Borchmann, Łukasz
Published: (2024)

Language Models Model Language
by: Borchmann, Łukasz
Published: (2025)

OneGen: Efficient One-Pass Unified Generation and Retrieval for LLMs
by: Zhang, Jintian, et al.
Published: (2024)

PARROT: A Benchmark for Evaluating LLMs in Cross-System SQL Translation
by: Zhou, Wei, et al.
Published: (2025)

LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities
by: Zhu, Yuqi, et al.
Published: (2023)

GLOCON Database: Design Decisions and User Manual (v1.0)
by: Hürriyetoğlu, Ali, et al.
Published: (2024)

In Case You Missed It: ARC 'Challenge' Is Not That Challenging
by: Borchmann, Łukasz
Published: (2024)

Social Support Detection from Social Media Texts
by: Ahani, Zahra, et al.
Published: (2024)

OmniPred: Language Models as Universal Regressors
by: Song, Xingyou, et al.
Published: (2024)

QUIS: Question-guided Insights Generation for Automated Exploratory Data Analysis
by: Manatkar, Abhijit, et al.
Published: (2024)

MoMQ: Mixture-of-Experts Enhances Multi-Dialect Query Generation across Relational and Non-Relational Databases
by: Lin, Zhisheng, et al.
Published: (2024)

R-Bot: An LLM-based Query Rewrite System
by: Sun, Zhaoyan, et al.
Published: (2024)

H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables
by: Abhyankar, Nikhil, et al.
Published: (2024)

When Large Language Models Meet Vector Databases: A Survey
by: Jing, Zhi, et al.
Published: (2024)

CHASE-SQL: Multi-Path Reasoning and Preference Optimized Candidate Selection in Text-to-SQL
by: Pourreza, Mohammadreza, et al.
Published: (2024)

Dimensionality Reduction in Sentence Transformer Vector Databases with Fast Fourier Transform
by: Bulgakov, Vitaly, et al.
Published: (2024)

SMART: Automatically Scaling Down Language Models with Accuracy Guarantees for Reduced Processing Fees
by: Jo, Saehan, et al.
Published: (2024)

LLM-Enhanced Data Management
by: Zhou, Xuanhe, et al.
Published: (2024)

End-to-end Text-to-SQL Generation within an Analytics Insight Engine
by: Maamari, Karime, et al.
Published: (2024)