Cover Image

DeepAnalyze: Agentic Large Language Models for Autonomous Data Science

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Shaolei, Fan, Ju, Fan, Meihao, Li, Guoliang, Du, Xiaoyong
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence Computation and Language Databases
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework
by: Fan, Meihao, et al.
Published: (2024)

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

Hunt Instead of Wait: Evaluating Deep Data Research on Large Language Models
by: Liu, Wei, et al.
Published: (2026)

PURPLE: Making a Large Language Model a Better SQL Writer
by: Ren, Tonghui, et al.
Published: (2024)

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

Automated Data Visualization from Natural Language via Large Language Models: An Exploratory Study
by: Wu, Yang, et al.
Published: (2024)

TAIJI: MCP-based Multi-Modal Data Analytics on Data Lakes
by: Zhang, Chao, et al.
Published: (2025)

Large Language Model for Table Processing: A Survey
by: Lu, Weizheng, et al.
Published: (2024)

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

CrackSQL: A Hybrid SQL Dialect Translation System Powered by Large Language Models
by: Zhou, Wei, et al.
Published: (2025)

DataVisT5: A Pre-trained Language Model for Jointly Understanding Text and Data Visualization
by: Wan, Zhuoyue, et al.
Published: (2024)

Structure Guided Large Language Model for SQL Generation
by: Zhang, Qinggang, et al.
Published: (2024)

Jellyfish: A Large Language Model for Data Preprocessing
by: Zhang, Haochen, et al.
Published: (2023)

Analyzing the Effectiveness of Large Language Models on Text-to-SQL Synthesis
by: Roberson, Richard, et al.
Published: (2024)

Data Agent: A Holistic Architecture for Orchestrating Data+AI Ecosystems
by: Sun, Zhaoyan, et al.
Published: (2025)

Are Large Language Models a Good Replacement of Taxonomies?
by: Sun, Yushi, et al.
Published: (2024)

Towards Automated Data Sciences with Natural Language and SageCopilot: Practices and Lessons Learned
by: Liao, Yuan, et al.
Published: (2024)

Optimization Techniques for Unsupervised Complex Table Reasoning via Self-Training Framework
by: Li, Zhenyu, et al.
Published: (2022)

AgenticData: An Agentic Data Analytics System for Heterogeneous Data
by: Sun, Ji, et al.
Published: (2025)

TableLlama: Towards Open Large Generalist Models for Tables
by: Zhang, Tianshu, et al.
Published: (2023)

Prompt4Vis: Prompting Large Language Models with Example Mining and Schema Filtering for Tabular Data Visualization
by: Li, Shuaimin, et al.
Published: (2024)

Taxonomy Inference for Tabular Data Using Large Language Models
by: Wu, Zhenyu, et al.
Published: (2025)

A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications
by: Shang, Wenbo, et al.
Published: (2024)

SQL-PaLM: Improved Large Language Model Adaptation for Text-to-SQL (extended)
by: Sun, Ruoxi, et al.
Published: (2023)

Multi-hop Question Answering over Knowledge Graphs using Large Language Models
by: Chakraborty, Abir
Published: (2024)

FinSQL: Model-Agnostic LLMs-based Text-to-SQL Framework for Financial Analysis
by: Zhang, Chao, et al.
Published: (2024)

Aligning Large Language Models to a Domain-specific Graph Database for NL2GQL
by: Liang, Yuanyuan, et al.
Published: (2024)

GradeSQL: Test-Time Inference with Outcome Reward Models for Text-to-SQL Generation from Large Language Models
by: Tritto, Mattia, et al.
Published: (2025)

RelationalFactQA: A Benchmark for Evaluating Tabular Fact Retrieval from Large Language Models
by: Satriani, Dario, et al.
Published: (2025)

OsmT: Bridging OpenStreetMap Queries and Natural Language with Open-source Tag-aware Language Models
by: Wan, Zhuoyue, et al.
Published: (2025)

RSL-SQL: Robust Schema Linking in Text-to-SQL Generation
by: Cao, Zhenbiao, et al.
Published: (2024)

Graph Query Generation with Constraint-guided Large Language Agents
by: Wang, Mengying, et al.
Published: (2026)

Generating Knowledge Graphs from Large Language Models: A Comparative Study of GPT-4, LLaMA 2, and BERT
by: Bhatt, Ahan, et al.
Published: (2024)

HeGTa: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding
by: Jin, Rihui, et al.
Published: (2024)

KBQA-o1: Agentic Knowledge Base Question Answering with Monte Carlo Tree Search
by: Luo, Haoran, et al.
Published: (2025)

Language-Native Materials Processing Design by Lightly Structured Text Database and Reasoning Large Language Model
by: Liu, Yuze, et al.
Published: (2025)

AnyMatch -- Efficient Zero-Shot Entity Matching with a Small Language Model
by: Zhang, Zeyu, et al.
Published: (2024)

Evaluating the Data Model Robustness of Text-to-SQL Systems Based on Real User Queries
by: Fürst, Jonathan, et al.
Published: (2024)

Explaining Black-box Language Models with Knowledge Probing Systems: A Post-hoc Explanation Perspective
by: Zhao, Yunxiao, et al.
Published: (2025)

DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs
by: Zhou, Wei, et al.
Published: (2025)