Cover Image

Replacing Multi-Step Assembly of Data Preparation Pipelines with One-Step LLM Pipeline Generation for Table QA

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Fengyu, Zhu, Junhao, Song, Kaishi, Chen, Lu, Yao, Zhongming, Li, Tianyi, Jensen, Christian S.
Format:	Preprint
Published:	2026
Subjects:	Databases Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

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

OneDB: A Distributed Multi-Metric Data Similarity Search System
by: Qian, Tang, et al.
Published: (2025)

In-Memory Indexing and Querying of Provenance in Data Preparation Pipelines
by: Belhajjame, Khalid, et al.
Published: (2025)

LLaPipe: LLM-Guided Reinforcement Learning for Automated Data Preparation Pipeline Construction
by: Chang, Jing, et al.
Published: (2025)

ShapleyPipe: Hierarchical Shapley Search for Data Preparation Pipeline Construction
by: Chang, Jing, et al.
Published: (2025)

Towards Next Generation Data Engineering Pipelines
by: Kramer, Kevin M., et al.
Published: (2025)

Interactive Text-to-SQL Generation via Editable Step-by-Step Explanations
by: Tian, Yuan, et al.
Published: (2023)

Towards Evolution Capabilities in Data Pipelines
by: Kramer, Kevin M.
Published: (2023)

Credo: Declarative Control of LLM Pipelines via Beliefs and Policies
by: Lu, Duo, et al.
Published: (2026)

Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence
by: Lai, Eugenie Y., et al.
Published: (2025)

Step-by-Step Data Cleaning Recommendations to Improve ML Prediction Accuracy
by: Mohammed, Sedir, et al.
Published: (2025)

A Novel Two-Step Fine-Tuning Pipeline for Cold-Start Active Learning in Text Classification Tasks
by: Belém, Fabiano, et al.
Published: (2024)

AgenticScholar: Agentic Data Management with Pipeline Orchestration for Scholarly Corpora
by: Lan, Hai, et al.
Published: (2026)

Accelerating Fresh Data Exploration with Fluid ETL Pipelines
by: Norfolk, Maxwell, et al.
Published: (2026)

MH-GIN: Multi-scale Heterogeneous Graph-based Imputation Network for AIS Data (Extended Version)
by: Liu, Hengyu, et al.
Published: (2025)

Continuous Prompts: LLM-Augmented Pipeline Processing over Unstructured Streams
by: Chen, Shu, et al.
Published: (2025)

Grain Theory: Type-Level Granularity Correctness in Data Pipelines
by: Karayannidis, Nikos
Published: (2026)

Modeling and Monitoring of Indoor Populations using Sparse Positioning Data (Extension)
by: Li, Xiao, et al.
Published: (2024)

Making Prompts First-Class Citizens for Adaptive LLM Pipelines
by: Cetintemel, Ugur, et al.
Published: (2025)

Predictive Query-based Pipeline for Graph Data
by: Neto, Plácido A Souza
Published: (2024)

Quantifying Point Contributions: A Lightweight Framework for Efficient and Effective Query-Driven Trajectory Simplification
by: Song, Yumeng, et al.
Published: (2025)

KGpipe: Generation and Evaluation of Pipelines for Data Integration into Knowledge Graphs
by: Hofer, Marvin, et al.
Published: (2025)

PIPE-RDF: An LLM-Assisted Pipeline for Enterprise RDF Benchmarking
by: Ranganath, Suraj
Published: (2026)

Auto-Configuring Entity Resolution Pipelines
by: Nikoletos, Konstantinos, et al.
Published: (2025)

SPADE: Synthesizing Data Quality Assertions for Large Language Model Pipelines
by: Shankar, Shreya, et al.
Published: (2024)

Spezi Data Pipeline: Streamlining FHIR-based Interoperable Digital Health Data Workflows
by: Bikia, Vasiliki, et al.
Published: (2025)

Evaluation of Pipelines for Data Integration into Knowledge Graphs
by: Hofer, Marvin, et al.
Published: (2026)

DeepPrep: An LLM-Powered Agentic System for Autonomous Data Preparation
by: Fan, Meihao, et al.
Published: (2026)

QueryGym: Step-by-Step Interaction with Relational Databases
by: Ananthakrishnan, Haritha, et al.
Published: (2025)

A Survey of Pipeline Tools for Data Engineering
by: Mbata, Anthony, et al.
Published: (2024)

ACTIVE: Continuous Similarity Search for Vessel Trajectories
by: Liu, Tiantian, et al.
Published: (2025)

AegisTS: A Hierarchical Agent System with Reinforcement Learning for Multivariate Time Series Data Cleaning
by: Shi, Yuhan, et al.
Published: (2026)

Are Large Language Models the New Interface for Data Pipelines?
by: Junior, Sylvio Barbon, et al.
Published: (2024)

Explaining Black-Box Clustering Pipelines With Cluster-Explorer
by: Ofek, Sariel, et al.
Published: (2024)

Not All Neighbors Matter: Understanding the Impact of Graph Sparsification on GNN Pipelines
by: Song, Yuhang, et al.
Published: (2026)

SemPipes -- Optimizable Semantic Data Operators for Tabular Machine Learning Pipelines
by: Ovcharenko, Olga, et al.
Published: (2026)

ELT-Bench: An End-to-End Benchmark for Evaluating AI Agents on ELT Pipelines
by: Jin, Tengjun, et al.
Published: (2025)

Structured Multi-Step Reasoning for Entity Matching Using Large Language Model
by: Bopardikar, Rohan, et al.
Published: (2025)

3DPipe: A Pipelined GPU Framework for Scalable Generalized Spatial Join over Polyhedral Objects
by: Yuan, Lyuheng, et al.
Published: (2026)

Morphing-based Compression for Data-centric ML Pipelines
by: Baunsgaard, Sebastian, et al.
Published: (2025)