Sql

Follow this topic Ask about this topic

Momentum

1 paper in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

Jul 13Week of Sep 28

Latest papers 32

All topics

DualSQL: Text-to-SQL with Multi-Agent Reinforcement Learning
Sep 16, 2026Shijie Chen, Yu Gan, Yeounoh Chung +6Text-To-Sql Sql
The Ohio State University · Google LLC
Replacing Training with Memory: Listwise Selection for Text-to-SQL
Sep 1, 2026Yeonseok Jeong, Soyoung Yoon, Seongjun Lee +1Text-To-Sql Sql
IPAI, Seoul National University · KAIST
BAP-SQL: Budget-Aware Observation Planning for Agentic Text-to-SQL
Aug 3, 2026Chong Peng, Pin Qian, Su Wang +2Text-To-Sql Sql
Microsoft · Carnegie Mellon University · Georgia Institute of Technology
SERL-SQL: Selective Hindsight Distillation for Text-to-SQL Reinforcement Agentic Learning
Aug 1, 2026Tao Liu, Tao Feng, Xiangheng Li +9Text-To-Sql Sql
Zhejiang University, College of Artificial Intelligence · Zhengzhou University, School of Computer Science of Artificial Intelligence · Byte Dance
faster-enhancer.c: A Dependency-Free int8 Runtime for Streaming Speech Enhancement on Commodity CPUs
Jul 28, 2026Gyeongmin KimSpeech Enhancement Runtime
Department of Computer Science, Hanyang University, Seoul, Korea
Queryable Self-Organizing Maps: A Database Abstraction for Topology-Driven Data Exploration
Jul 24, 2026Denis Mayr Lima Martins, Gottfried VossenData Mining Topology
Department of Computing and Mathematics University of Sao Paulo Ribeirão Preto, São Paulo, Brazil · Department of Information Systems University of Münster Münster, Germany
The Nuts and Bolts of Natural Language to SQL Translation: A Systematic Analysis of Model Pipeline Optimisation Approaches and their Interactions
Jul 12, 2026Filip Klubicka, Vasudevan Nedumpozhimana, Sneha Rautmare +3Text-To-Sql Sql
ADAPT Research Centre Trinity College Dublin Dublin, Ireland · Huawei Ireland Research Centre Dublin, Ireland
GRID: Grammar-Railed Decoding for Enterprise SQL Generation
Jul 11, 2026Mohsen ArjmandiSql Text-To-Sql
evolutionID GmbH
Spider 2.0-AIFunc: Extending Real-World Text-to-SQL to AI-Native SQL Workflows
Jul 7, 2026Tianyang Liu, Canwen Xu, Fangyu Lei +6Text-To-Sql Sql
1UC San Diego · *Work done during Tianyang Liu’s internship at Snowflake. · 2Snowflake AI Research +1
A Semantic-Layer-Mediated Agent for Natural Language to SQL over Heterogeneous Enterprise Databases
Jun 30, 2026Ha Jeong Kim, Saksonita Khoeurn, Ye Ji YoonText-To-Sql Sql
DAQUV Corp. Seoul, Republic of Korea · Dept. of Management Information Systems Chungbuk National University BigDataLabs, Co., Ltd. Cheongju, Republic of Korea
Odyssey: Constructing Verifiable Local Truth-Preserving Foundation Models
Jun 25, 2026Sridhar MahadevanWireless Foundation Models Generation Provenance
Adobe Research · University of Massachusetts, Amherst
Integrating Reasoning and Generalization in Text-to-SQL via Self-Enhanced Fine-Tuning
Jun 14, 2026Feng Lyu, Jinfeng Cen, Sijing Duan +4Text-To-Sql Sql
Central South University · Tsinghua University · Nanjing University +1
SOMA-SQL: Resolving Multi-Source Ambiguity in NL-to-SQL via Synthetic Log and Execution Probing
Jun 9, 2026Sai Ashish Somayajula, Marianne Menglin Liu, Chuan Lei +9Text-To-Sql Sql
Oracle AI
ZAS-SQL: Distilling Rules from Failures for Zero-Shot Text-to-SQL
Jun 6, 2026Hongzhou Zheng, Yixin Gou, Wenjia ZhangText-To-Sql Sql
Shanghai Research Institute for Intelligent Autonomous Systems, Tongji University · Behavioral and Spatial AI Lab, Peking University & Tongji University · College of Architecture and Urban Planning, Tongji University
Progress-SQL: Improving Reinforcement Learning for Text-to-SQL via Progressive Rewards
Jun 5, 2026Shihao Zhang, Xiaoman Wang, Yuan Liu +2Text-To-Sql Sql
East China Normal University
SIRIUS-SQL: Anchoring Multi-Candidate Text-to-SQL in Execution Feedback
May 31, 2026Leo Luo, Haining Xie, Siqi Shen +8Text-To-Sql Sql
TEG, Tencent Inc., China · 2Peking University, China
Residual Skill Optimization for Text-to-SQL Ensembles
May 20, 2026Jiongli Zhu, Haoquan Guan, Parjanya Prajakta Prashant +8Text-To-Sql Sql
University of California, San Diego · 2Snowflake AI Research
AgentNLQ: A General-Purpose Agent for Natural Language to SQL
May 18, 2026Olena Bogdanov, Yeunji Jung, Chandra Dhir +5Text-To-Sql Sql
JPMorganChase
When Prompts Become Payloads: A Framework for Mitigating SQL Injection Attacks in Large Language Model-Driven Applications
May 11, 2026Farzad Nourmohammadzadeh Motlagh, Mehrdad Hajizadeh, Mehryar Majd +3Instruction Injection Attacks Text-To-Sql
Hasso Plattner Institute, University of Potsdam, Germany · Chemnitz University of Technology, Chemnitz, Germany
LEAF-SQL: Level-wise Exploration with Adaptive Fine-graining for Text-to-SQL Skeleton Prediction
May 10, 2026Zhao Tan, Xiping Liu, Qing Shu +3Text-To-Sql Sql
School of Computing and Artificial Intelligence, Jiangxi University of Finance and Economics, Nanchang, China
CA-SQL: Complexity-Aware Inference Time Reasoning for Text-to-SQL via Exploration and Compute Budget Allocation
May 8, 2026James Petullo, Nianwen XueText-To-Sql Sql
Brandeis University / Waltham, MA
PolySQL: Scaling Text-to-SQL Evaluation Across SQL Dialects via Automated Backend Isomorphism
May 8, 2026Yotam Perlitz, Elad Venezian, Corentin Royer +2Text-To-Sql Sql
1IBM Research AI · 2ETH Zürich
Rose-SQL: Role-State Evolution Guided Structured Reasoning for Multi-Turn Text-to-SQL
May 5, 2026Le Zhou, Feng Yao, Fengcai Qiao +3Text-To-Sql Sql
College of Systems Engineering, National University of Defense Technology · College of Advanced Interdisciplinary Studies, National University of Defense Technology · Institute of Automation, Chinese Academy of Sciences +1
FINER-SQL: Boosting Small Language Models for Text-to-SQL
May 5, 2026Thanh Dat Hoang, Thanh Trung Huynh, Matthias Weidlich +4Text-To-Sql Sql
Griffith University (Australia) · VinUniversity (Vietnam) · Humboldt-Universitat zu Berlin (Germany) +1
EGREFINE: An Execution-Grounded Optimization Framework for Text-to-SQL Schema Refinement
May 1, 2026Jiaqian Wang, Yutao Qi, Wenjin Hou +2Text-To-Sql Sql
Xidian University, Xi’an, Shaanxi 710071, China
R $^3$ -SQL: Ranking Reward and Resampling for Text-to-SQL
Apr 28, 2026Hojae Han, Yeonseok Jeong, Seung-won Hwang +2Text-To-Sql Sql
ETRI · 2Seoul National University · 3Snowflake AI Research
PExA: Parallel Exploration Agent for Complex Text-to-SQL
Apr 24, 2026Tanmay Parekh, Ella Hofmann-Coyle, Shuyi Wang +3Text-To-Sql Sql
University of California Los Angeles · Bloomberg
PV-SQL: Synergizing Database Probing and Rule-based Verification for Text-to-SQL Agents
Apr 19, 2026Yuan Tian, Tianyi ZhangText-To-Sql Sql
Purdue University
FD-NL2SQL: Feedback-Driven Clinical NL2SQL that Improves with Use
Apr 17, 2026Suparno Roy Chowdhury, Tejas Anvekar, Manan Roy Choudhury +5Sql Text-To-Sql
Arizona State University · Mayo Clinic
Streaming Model Cascades for Semantic SQL
Apr 1, 2026Paweł Liskowski, Kyle SchmausSql Oracles
Snowflake Inc. · Poznań, Poland · San Francisco, CA, USA
ErrorLLM: Modeling SQL Errors for Text-to-SQL Refinement
Mar 4, 2026Zijin Hong, Hao Chen, Zheng Yuan +6Text-To-Sql Sql
The Hong Kong Polytechnic University Kowloon, Hong Kong · City University of Macau Taipa, Macau · Jilin University Changchun, China +3
DexterSQL: Deep Schema Exploration and Rule-based Correction for Text-to-SQL Generation
Date pendingAnik Pramanik, Murat Kantarcioglu, Vincent Oria +1Text-To-Sql Sql
New Jersey Institute of Technology, USA. · Virginia Tech, USA.

Sep 16, 2026, cs.CLJ/K move · Enter open · S save

DualSQL: Text-to-SQL with Multi-Agent Reinforcement Learning

Shijie Chen, Yu Gan, Yeounoh Chung, Jiani Zhang+5

The Ohio State University · Google LLC

Text-To-Sql Sql Multi-Agent Reinforcement Learning

Open paper AskPDF arXiv

State-of-the-art Text-to-SQL systems are typically multi-agent pipelines centered around two fundamental tasks: schema linking and SQL generation. However, existing work trains separate models for each task, failing to leverage the synergy between these interrelated tasks. In this work, we propose DualSQL, a new Text-to-SQL system consisting of two agents powered by a single model backbone. The agents share the same model weights and agentic scaffold, enabling joint optimization through a robust multi-agent reinforcement learning (RL) framework. We design three database access tools to facilitate effective multi-step reasoning grounded to interactions with the databases. To improve training and avoid model collapse, we introduce a set of rollout guardrail mechanisms that stabilizes multi-agent RL training, supporting DualSQL to keep improving during training. We also introduce a new SQL correctness metric, robust execution match (REX), to more accurately judge SQL correctness and assign reward signals. Being trained on only 3755 examples, DualSQL-4B achieves an impressive 68.0% execution accuracy on the BIRD development set, matching previous 7B models. DualSQL-8B further improves to 71.1%, outperforming previous state-of-the-art single-model solutions with 32B parameters. These results demonstrate the strength of joint multi-agent reinforcement learning for building high performance Text-to-SQL pipelines.

Momentum

Related topics

Latest papers 32