AutoTQA: Towards Autonomous Tabular Question Answering through Multi-Agent Large Language Models

Summary: AutoTQA: multi-agent LLM framework for multi-table tabular QA across heterogeneous systems, decomposing queries into Planner→Engineer→Executor with Critic/User agents and agent-scheduling. Provides LinguFlow low-code builder and connectors; outperforms prior single-table TQA on four datasets. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13595
Venue: VLDB
Year: 2024
Pagerank: 5.9538651e-05
Overall Rank: 4,735 | 67.10%
DOI: 10.14778/3685800.3685816

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
7,137	Automated Validating and Fixing of Text-to-SQL Translation with Execution Consistency	2025	SIGMOD	4.8165495e-05
7,993	RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems	2025	VLDB	4.6080455e-05
9,240	ThriftLLM: On Cost-Effective Selection of Large Language Models for Classification Queries	2025	VLDB	4.3648789e-05
9,976	A Vision for Autonomous Data Agent Collaboration: From Query-by-Integration to Query-by-Collaboration	2026	CIDR	4.1905499e-05
10,185	MultiVis-Agent: A Multi-Agent Framework with Logic Rules for Reliable and Comprehensive Cross-Modal Data Visualization	2026	SIGMOD	4.1905499e-05
10,470	UNITQA: A Unified Automated Tabular Question Answering System with Multi-Agent Large Language Models	2025	SIGMOD	4.1905499e-05
10,690	AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework	2025	VLDB	4.1905499e-05
10,790	Towards Automated Cross-domain Exploratory Data Analysis through Large Language Models	2025	VLDB	4.1905499e-05
10,791	GalaxyWeaver: Autonomous Table-to-Graph Conversion and Schema Optimization with Large Language Models	2025	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
486	TiDB: A Raft-based HTAP Database	2020	VLDB	0.00022039625
1,866	ReAcTable: Enhancing ReAct for Table Question Answering	2024	VLDB	0.00010265592
1,953	D-Bot: Database Diagnosis System using Large Language Models	2024	VLDB	9.9701097e-05
2,693	Greenplum: A Hybrid Database for Transactional and Analytical Workloads	2021	SIGMOD	8.2845883e-05
4,327	Big Metadata: When Metadata is Big Data	2021	VLDB	6.2765351e-05
5,506	Can Large Language Models Predict Data Correlations from Column Names?	2023	VLDB	5.4711611e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
8,896	SQL-Factory: A Multi-Agent Framework for High-Quality and Large-Scale SQL Generation	2026	VLDB	4.4229886e-05
9,454	An Interactive Multi-modal Query Answering System with Retrieval-Augmented Large Language Models	2024	VLDB	4.3358002e-05
9,405	TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations	2025	VLDB	4.3399748e-05
10,148	Chatty-KG: A Multi-Agent AI System for On-Demand Conversational Question Answering over Knowledge Graphs	2026	SIGMOD	4.1905499e-05
10,117	AixelAsk: A Stepwise-Guided Retrieval and Reasoning Framework for Large Table QA	2026	SIGMOD	4.1905499e-05
3,189	Text2SQL is Not Enough: Unifying AI and Databases with TAG	2025	CIDR	7.4140094e-05
10,790	Towards Automated Cross-domain Exploratory Data Analysis through Large Language Models	2025	VLDB	4.1905499e-05
1,866	ReAcTable: Enhancing ReAct for Table Question Answering	2024	VLDB	0.00010265592
10,690	AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework	2025	VLDB	4.1905499e-05
10,470	UNITQA: A Unified Automated Tabular Question Answering System with Multi-Agent Large Language Models	2025	SIGMOD	4.1905499e-05