Cover Image

ConstrainedSQL: Training LLMs for Text2SQL via Constrained Reinforcement Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chen, Weiqin, Pham, Nhan Huu, Glass, Michael Robert, Vu, Long Hai, Rossiello, Gaetano, Subramanian, Dharmashankar, Paternain, Santiago
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Rationalization Models for Text-to-SQL
by: Rossiello, Gaetano, et al.
Published: (2025)

Extractive Schema Linking for Text-to-SQL
by: Glass, Michael, et al.
Published: (2025)

Probabilistic Constraint for Safety-Critical Reinforcement Learning
by: Chen, Weiqin, et al.
Published: (2023)

Discovery Agents for Real-Time Analytics: Toward Proactive Insight Systems
by: Rossiello, Gaetano, et al.
Published: (2026)

Filtering Learning Histories Enhances In-Context Reinforcement Learning
by: Chen, Weiqin, et al.
Published: (2025)

GradeSQL: Test-Time Inference with Outcome Reward Models for Text-to-SQL Generation from Large Language Models
by: Tritto, Mattia, et al.
Published: (2025)

Adaptive Primal-Dual Method for Safe Reinforcement Learning
by: Chen, Weiqin, et al.
Published: (2024)

Knowledge Base Construction for Knowledge-Augmented Text-to-SQL
by: Baek, Jinheon, et al.
Published: (2025)

Random Policy Enables In-Context Reinforcement Learning within Trust Horizons
by: Chen, Weiqin, et al.
Published: (2024)

CSC-SQL: Corrective Self-Consistency in Text-to-SQL via Reinforcement Learning
by: Sheng, Lei, et al.
Published: (2025)

Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL
by: Pourreza, Mohammadreza, et al.
Published: (2025)

Provable Domain Adaptation for Offline Reinforcement Learning with Limited Samples
by: Chen, Weiqin, et al.
Published: (2024)

AV-SQL: Decomposing Complex Text-to-SQL Queries with Agentic Views
by: Pham, Minh Tam, et al.
Published: (2026)

PTD-SQL: Partitioning and Targeted Drilling with LLMs in Text-to-SQL
by: Luo, Ruilin, et al.
Published: (2024)

Evaluating LLMs for Text-to-SQL Generation With Complex SQL Workload
by: Ma, Limin, et al.
Published: (2024)

SQL-Trail: Multi-Turn Reinforcement Learning with Interleaved Feedback for Text-to-SQL
by: Hua, Harper, et al.
Published: (2026)

ReEx-SQL: Reasoning with Execution-Aware Reinforcement Learning for Text-to-SQL
by: Dai, Yaxun, et al.
Published: (2025)

PaVeRL-SQL: Text-to-SQL via Partial-Match Rewards and Verbal Reinforcement Learning
by: Hao, Heng, et al.
Published: (2025)

A General Control-Theoretic Approach for Reinforcement Learning: Theory and Algorithms
by: Chen, Weiqin, et al.
Published: (2024)

MTIR-SQL: Multi-turn Tool-Integrated Reasoning Reinforcement Learning for Text-to-SQL
by: Xu, Zekun, et al.
Published: (2025)

SQLong: Enhanced NL2SQL for Longer Contexts with LLMs
by: Nguyen, Dai Quoc, et al.
Published: (2025)

SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning
by: Ma, Peixian, et al.
Published: (2025)

Graph-Reward-SQL: Execution-Free Reinforcement Learning for Text-to-SQL via Graph Matching and Stepwise Reward
by: Weng, Han, et al.
Published: (2025)

Beyond Text-to-SQL: Can LLMs Really Debug Enterprise ETL SQL?
by: Ye, Jing, et al.
Published: (2026)

X-SQL: Expert Schema Linking and Understanding of Text-to-SQL with Multi-LLMs
by: Peng, Dazhi
Published: (2025)

Think2SQL: Reinforce LLM Reasoning Capabilities for Text2SQL
by: Papicchio, Simone, et al.
Published: (2025)

Cooperative Multi-Agent Assignment over Stochastic Graphs via Constrained Reinforcement Learning
by: Agorio, Leopoldo, et al.
Published: (2025)

Reliable Answers for Recurring Questions: Boosting Text-to-SQL Accuracy with Template Constrained Decoding
by: Jivani, Smit, et al.
Published: (2026)

FlexSQL: Flexible Exploration and Execution Make Better Text-to-SQL Agents
by: Pham, Quang Hieu, et al.
Published: (2026)

Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning
by: Stoisser, Josefa Lia, et al.
Published: (2025)

Learning Non-myopic Power Allocation in Constrained Scenarios
by: Chowdhury, Arindam, et al.
Published: (2024)

TRUST-SQL: Tool-Integrated Multi-Turn Reinforcement Learning for Text-to-SQL over Unknown Schemas
by: Jian, Ai, et al.
Published: (2026)

FinSQL: Model-Agnostic LLMs-based Text-to-SQL Framework for Financial Analysis
by: Zhang, Chao, et al.
Published: (2024)

PolySQL: Scaling Text-to-SQL Evaluation Across SQL Dialects via Automated Backend Isomorphism
by: Perlitz, Yotam, et al.
Published: (2026)

APEX-SQL: Talking to the data via Agentic Exploration for Text-to-SQL
by: Cao, Bowen, et al.
Published: (2026)

Text2SQL-Flow: A Robust SQL-Aware Data Augmentation Framework for Text-to-SQL
by: Cai, Qifeng, et al.
Published: (2025)

SQL-to-Schema Enhances Schema Linking in Text-to-SQL
by: Yang, Sun, et al.
Published: (2024)

Decoupling SQL Query Hardness Parsing for Text-to-SQL
by: Yi, Jiawen, et al.
Published: (2023)

E-SQL: Direct Schema Linking via Question Enrichment in Text-to-SQL
by: Caferoğlu, Hasan Alp, et al.
Published: (2024)

MaskSQL: Safeguarding Privacy for LLM-Based Text-to-SQL via Abstraction
by: Abedini, Sepideh, et al.
Published: (2025)