Few-shot Text-to-SQL Translation using Structure and Content Prompt Learning

Summary: Divide-and-conquer framework for few-shot Text-to-SQL: structure stage emits SQL skeletons; content stage fills identifiers. Hybrid prompts (learnable + fixed) with constrained and structure-guided decoding deliver strong few-shot gains; Spider shows ~5% accuracy boost with under 500 labels. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6651
Venue: SIGMOD
Year: 2023
Pagerank: 7.8301799e-05
Overall Rank: 2,948 | 79.52%
DOI: 10.1145/3589292

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
998	CodeS: Towards Building Open-source Language Models for Text-to-SQL	2024	SIGMOD	0.00014726344
3,666	The Dawn of Natural Language to SQL: Are We Fully Ready?	2024	VLDB	6.8606092e-05
3,978	OmniSQL: Synthesizing High-quality Text-to-SQL Data at Scale	2025	VLDB	6.5662694e-05
4,211	Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration	2023	SIGMOD	6.3495931e-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
5,929	SchemaPile: A Large Collection of Relational Database Schemas	2024	SIGMOD	5.2635297e-05
6,900	PreLog: A Pre-trained Model for Log Analytics	2024	SIGMOD	4.8878659e-05
9,151	The Power of Constraints in Natural Language to SQL Translation	2025	VLDB	4.380727e-05
10,051	Are Your LLM-based Text-to-SQL Models Secure? Exploring SQL Injection via Backdoor Attacks	2026	SIGMOD	4.1905499e-05
10,099	PLForge: Enhancing Language Models for Natural Language to Procedural Extensions of SQL	2026	SIGMOD	4.1905499e-05
10,117	AixelAsk: A Stepwise-Guided Retrieval and Reasoning Framework for Large Table QA	2026	SIGMOD	4.1905499e-05
10,249	TACO: A Benchmark for Open-Domain Text-to-SQL with Ambiguous and Cross-Database Queries	2026	VLDB	4.1905499e-05
10,268	OpenSQL: Data-Efficient Text-to-SQL for Open-Source LLMs via Synthesized Intermediate Supervision	2026	VLDB	4.1905499e-05
10,507	PLM4NDV: Minimizing Data Access for Number of Distinct Values Estimation with Pre-trained Language Models	2025	SIGMOD	4.1905499e-05
10,790	Towards Automated Cross-domain Exploratory Data Analysis through Large Language Models	2025	VLDB	4.1905499e-05
10,841	Natural Language to SQL: State of the Art and Open Problems	2025	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 0 of 0 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank

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