PLForge: Enhancing Language Models for Natural Language to Procedural Extensions of SQL

Summary: Defines NL-to-PL/SQL to target procedural, multi-statement PL/SQL generation that Text-to-SQL models neglect. Introduces PLForge (3/7/15B) via PL/SQL-centric incremental pretraining, custom prompting and synthetic NL–PL/SQL data, improving execution- and exact-match vs. baselines. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID: 7410
Venue: SIGMOD
Year: 2026
Pagerank: 4.1905499e-05
Overall Rank: 10,099 | 29.82%
DOI: 10.1145/3769813

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
205	Constructing an Interactive Natural Language Interface for Relational Databases	2015	VLDB	0.00034651121
366	Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation	2024	VLDB	0.00025580097
535	ATHENA: An Ontology-Driven System for Natural Language Querying over Relational Data Stores	2016	VLDB	0.00020718836
998	CodeS: Towards Building Open-source Language Models for Text-to-SQL	2024	SIGMOD	0.00014726344
1,731	CatSQL: Towards Real World Natural Language to SQL Applications	2023	VLDB	0.00010723825
2,242	Procedural Extensions of SQL: Understanding their usage in the wild	2021	VLDB	9.2124242e-05
2,602	What Are We Doing With Our Lives? Nobody Cares About Our Concurrency Control Research	2017	SIGMOD	8.4638236e-05
2,948	Few-shot Text-to-SQL Translation using Structure and Content Prompt Learning	2023	SIGMOD	7.8301799e-05
3,312	Automatic Partitioning of Database Applications	2012	VLDB	7.2356116e-05
3,465	LLM-R2: A Large Language Model Enhanced Rule-based Rewrite System for Boosting Query Efficiency	2025	VLDB	7.0668293e-05
4,908	Combining Small Language Models and Large Language Models for Zero-Shot NL2SQL	2024	VLDB	5.835596e-05
6,694	WeBridge: Synthesizing Stored Procedures for Large-Scale Real-World Web Applications	2024	SIGMOD	4.9552327e-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
10,221	NL2SQLBench: A Modular Benchmarking Framework for LLM-Enabled NL2SQL Solutions	2026	VLDB	4.1905499e-05
3,666	The Dawn of Natural Language to SQL: Are We Fully Ready?	2024	VLDB	6.8606092e-05
4,853	Provenance for Natural Language Queries	2017	VLDB	5.8711821e-05
9,622	NLProv: Natural Language Provenance	2016	VLDB	4.3121745e-05
973	Natural language to SQL: Where are we today?	2020	VLDB	0.0001488435
10,841	Natural Language to SQL: State of the Art and Open Problems	2025	VLDB	4.1905499e-05
2,987	NL2SQL is a solved problem... Not!	2024	CIDR	7.77529e-05
2,948	Few-shot Text-to-SQL Translation using Structure and Content Prompt Learning	2023	SIGMOD	7.8301799e-05
2,325	DBPal: A Fully Pluggable NL2SQL Training Pipeline	2020	SIGMOD	9.0277894e-05