Text2SQL is Not Enough: Unifying AI and Databases with TAG

Summary: Introduce Table‑Augmented Generation (TAG), a unified paradigm that generalizes Text2SQL and RAG to capture broader LM–DB interactions beyond relational‑algebra and point lookups. New TAG benchmarks show standard methods solve ≤20% of queries, evidencing the need for research on tightly integrating LM reasoning/knowledge with DBMS execution. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 537
Venue: CIDR
Year: 2025
Pagerank: 7.1744146e-05
Overall Rank: 3,359 | 76.64%
DOI: 10.1145/nnnnnnn.nnnnnnn

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,876	The Design of an LLM-powered Unstructured Analytics System	2025	CIDR	6.6741456e-05
5,840	Logical and Physical Optimizations for SQL Query Execution over Large Language Models	2025	SIGMOD	5.3042561e-05
6,217	Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End System	2025	SIGMOD	5.1534752e-05
6,453	Vortex: Overcoming Memory Capacity Limitations in GPU-Accelerated Large-Scale Data Analytics	2025	VLDB	5.0571108e-05
8,469	Semantic Operators and Their Optimization: Enabling LLM-Based Data Processing with Accuracy Guarantees in LOTUS	2025	VLDB	4.5041113e-05
9,971	Data Movement-Aware GPU Sharing for Data-Intensive Systems	2026	CIDR	4.1945683e-05
10,069	Drama: Unifying Data Retrieval and Analysis for Open-Domain Analytic Queries	2026	SIGMOD	4.1945683e-05
10,117	AixelAsk: A Stepwise-Guided Retrieval and Reasoning Framework for Large Table QA	2026	SIGMOD	4.1945683e-05
10,320	ELT-Bench: An End-to-End Benchmark for Evaluating AI Agents on ELT Pipelines	2026	VLDB	4.1945683e-05
10,827	Beyond Quacking: Deep Integration of Language Models and RAG into DuckDB	2025	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 1 of 1 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
140	The MADlib Analytics Library or MAD Skills, the SQL	2012	VLDB	0.00042270404

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