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Towards Automated Cross-domain Exploratory Data Analysis through Large Language Models
Summary: TiInsight: an end-to-end LLM-driven, cross-domain SQL EDA system that introduces hierarchical data context (HDC) to summarize schema and enable open-world generalization. Four-stage pipeline (HDC gen, question clarification/decomposition, TiSQL text-to-SQL, TiChart viz), production deployment with open APIs, achieves 86.3% exec accuracy on Spider (GPT‑4) and strong user-study gains vs experts.
(summarized by gpt-5-mini on Feb 09 2026)
- Paper ID
- 14110
- Venue
- VLDB
- Year
- 2025
- Pagerank
- 4.1905499e-05
- Overall Rank
- 10,790 | 25.01%
- DOI
-
10.14778/3750601.3750629
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Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
Outgoing Citations (Sorted by Pagerank)
Showing 28 of 28 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 366 |
Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation |
2024 |
VLDB |
0.00025580097 |
| 461 |
SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics |
2015 |
VLDB |
0.00022615628 |
| 535 |
ATHENA: An Ontology-Driven System for Natural Language Querying over Relational Data Stores |
2016 |
VLDB |
0.00020718836 |
| 973 |
Natural language to SQL: Where are we today? |
2020 |
VLDB |
0.0001488435 |
| 998 |
CodeS: Towards Building Open-source Language Models for Text-to-SQL |
2024 |
SIGMOD |
0.00014726344 |
| 1,354 |
Northstar: An Interactive Data Science System |
2018 |
VLDB |
0.00012424105 |
| 1,421 |
Duoquest: A Dual-Specification System for Expressive SQL Queries |
2020 |
SIGMOD |
0.00012052759 |
| 1,507 |
Overview of Data Exploration Techniques |
2015 |
SIGMOD |
0.00011594294 |
| 2,948 |
Few-shot Text-to-SQL Translation using Structure and Content Prompt Learning |
2023 |
SIGMOD |
7.8301799e-05 |
| 2,987 |
NL2SQL is a solved problem... Not! |
2024 |
CIDR |
7.77529e-05 |
| 3,393 |
Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows |
2022 |
VLDB |
7.1415762e-05 |
| 3,542 |
Extracting Top-K Insights from Multi-dimensional Data |
2017 |
SIGMOD |
6.9896948e-05 |
| 3,662 |
Example-Driven Query Intent Discovery: Abductive Reasoning using Semantic Similarity |
2019 |
VLDB |
6.8647421e-05 |
| 3,973 |
HAIChart: Human and AI Paired Visualization System |
2024 |
VLDB |
6.5721521e-05 |
| 4,540 |
Automating Exploratory Data Analysis via Machine Learning: An Overview |
2020 |
SIGMOD |
6.0978937e-05 |
| 4,735 |
AutoTQA: Towards Autonomous Tabular Question Answering through Multi-Agent Large Language Models |
2024 |
VLDB |
5.9538651e-05 |
| 4,908 |
Combining Small Language Models and Large Language Models for Zero-Shot NL2SQL |
2024 |
VLDB |
5.835596e-05 |
| 5,032 |
FinSQL: Model-Agnostic LLMs-based Text-to-SQL Framework for Financial Analysis |
2024 |
SIGMOD |
5.7431004e-05 |
| 5,193 |
QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data |
2019 |
SIGMOD |
5.6322426e-05 |
| 5,321 |
XInsight: eXplainable Data Analysis Through The Lens of Causality |
2023 |
SIGMOD |
5.5676564e-05 |
| 5,984 |
DataPrep.EDA: Task-Centric Exploratory Data Analysis for Statistical Modeling in Python |
2021 |
SIGMOD |
5.2400405e-05 |
| 7,993 |
RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems |
2025 |
VLDB |
4.6080455e-05 |
| 8,388 |
FEDEX: An Explainability Framework for Data Exploration Steps |
2022 |
VLDB |
4.525436e-05 |
| 8,959 |
MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis |
2021 |
SIGMOD |
4.4175998e-05 |
| 9,222 |
Intelligent Agents for Data Exploration |
2024 |
VLDB |
4.366098e-05 |
| 9,828 |
Sevi: Speech-to-Visualization through Neural Machine Translation |
2022 |
SIGMOD |
4.2710095e-05 |
| 9,829 |
Towards Autonomous, Hands-Free Data Exploration |
2020 |
CIDR |
4.2710095e-05 |
| 10,470 |
UNITQA: A Unified Automated Tabular Question Answering System with Multi-Agent Large Language Models |
2025 |
SIGMOD |
4.1905499e-05 |
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