Cover Image

Reward-SQL: Boosting Text-to-SQL via Stepwise Reasoning and Process-Supervised Rewards

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Yuxin, Fan, Meihao, Fan, Ju, Yi, Mingyang, Luo, Yuyu, Tan, Jian, Li, Guoliang
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Graph-Reward-SQL: Execution-Free Reinforcement Learning for Text-to-SQL via Graph Matching and Stepwise Reward
by: Weng, Han, 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)

BiomedSQL: Text-to-SQL for Scientific Reasoning on Biomedical Knowledge Bases
by: Koretsky, Mathew J., et al.
Published: (2025)

RingSQL: Generating Synthetic Data with Schema-Independent Templates for Text-to-SQL Reasoning Models
by: Sterbentz, Marko, et al.
Published: (2026)

Dial: A Knowledge-Grounded Dialect-Specific NL2SQL System
by: Zhang, Xiang, et al.
Published: (2026)

CHASE-SQL: Multi-Path Reasoning and Preference Optimized Candidate Selection in Text-to-SQL
by: Pourreza, Mohammadreza, et al.
Published: (2024)

Arctic-Text2SQL-R1: Simple Rewards, Strong Reasoning in Text-to-SQL
by: Yao, Zhewei, et al.
Published: (2025)

CrackSQL: A Hybrid SQL Dialect Translation System Powered by Large Language Models
by: Zhou, Wei, et al.
Published: (2025)

R$^3$-SQL: Ranking Reward and Resampling for Text-to-SQL
by: Han, Hojae, et al.
Published: (2026)

ReCode: Reinforcing Code Generation with Reasoning-Process Rewards
by: Fan, Lishui, et al.
Published: (2025)

BookSQL: A Large Scale Text-to-SQL Dataset for Accounting Domain
by: Kumar, Rahul, et al.
Published: (2024)

SPARK: Stepwise Process-Aware Rewards for Reference-Free Reinforcement Learning
by: Rahman, Salman, et al.
Published: (2025)

PARROT: A Benchmark for Evaluating LLMs in Cross-System SQL Translation
by: Zhou, Wei, et al.
Published: (2025)

Towards Cost-Effective Reward Guided Text Generation
by: Rashid, Ahmad, et al.
Published: (2025)

SQL-GEN: Bridging the Dialect Gap for Text-to-SQL Via Synthetic Data And Model Merging
by: Pourreza, Mohammadreza, et al.
Published: (2024)

Online Merging Optimizers for Boosting Rewards and Mitigating Tax in Alignment
by: Lu, Keming, et al.
Published: (2024)

Evaluating NL2SQL via SQL2NL
by: Safarzadeh, Mohammadtaher, et al.
Published: (2025)

Confidence Estimation for Error Detection in Text-to-SQL Systems
by: Somov, Oleg, et al.
Published: (2025)

EllieSQL: Cost-Efficient Text-to-SQL with Complexity-Aware Routing
by: Zhu, Yizhang, et al.
Published: (2025)

Unlocking Multimodal Mathematical Reasoning via Process Reward Model
by: Luo, Ruilin, et al.
Published: (2025)

Reward-RAG: Enhancing RAG with Reward Driven Supervision
by: Nguyen, Thang, et al.
Published: (2024)

A Preview of XiYan-SQL: A Multi-Generator Ensemble Framework for Text-to-SQL
by: Gao, Yingqi, et al.
Published: (2024)

On the Security Vulnerabilities of Text-to-SQL Models
by: Peng, Xutan, et al.
Published: (2022)

H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables
by: Abhyankar, Nikhil, et al.
Published: (2024)

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

The Lessons of Developing Process Reward Models in Mathematical Reasoning
by: Zhang, Zhenru, et al.
Published: (2025)

Cheaper, Better, Faster, Stronger: Robust Text-to-SQL without Chain-of-Thought or Fine-Tuning
by: Dönder, Yusuf Denizay, et al.
Published: (2025)

Free Process Rewards without Process Labels
by: Yuan, Lifan, et al.
Published: (2024)

Rewarding Graph Reasoning Process makes LLMs more Generalized Reasoners
by: Peng, Miao, et al.
Published: (2025)

Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning
by: Setlur, Amrith, et al.
Published: (2024)

EvoSchema: Towards Text-to-SQL Robustness Against Schema Evolution
by: Zhang, Tianshu, et al.
Published: (2026)

Entropy-Regularized Process Reward Model
by: Zhang, Hanning, et al.
Published: (2024)

Investigating the Impact of Data Contamination of Large Language Models in Text-to-SQL Translation
by: Ranaldi, Federico, et al.
Published: (2024)

SQLformer: Deep Auto-Regressive Query Graph Generation for Text-to-SQL Translation
by: Bazaga, Adrián, et al.
Published: (2023)

GRAM-R$^2$: Self-Training Generative Foundation Reward Models for Reward Reasoning
by: Wang, Chenglong, et al.
Published: (2025)

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

A State-of-the-Art SQL Reasoning Model using RLVR
by: Ali, Alnur, et al.
Published: (2025)

PORTool: Importance-Aware Policy Optimization with Rewarded Tree for Multi-Tool-Integrated Reasoning
by: Wu, Feijie, et al.
Published: (2025)

Mem-T: Densifying Rewards for Long-Horizon Memory Agents
by: Yue, Yanwei, et al.
Published: (2026)

Process Reinforcement through Implicit Rewards
by: Cui, Ganqu, et al.
Published: (2025)