DSL-R1: From SQL to DSL for Training Retrieval Agents across Structured and Unstructured Data with Reinforcement Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Hu, Yunhai, Zhou, Junwei, Cao, Yumo, Long, Yitao, Xu, Yiwei, Jiang, Qiyi, Wang, Weiyao, Cao, Xiaoyu, Sun, Zhen, Zou, Yiran, Du, Nan |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
RedParrot: Accelerating NL-to-DSL for Business Analytics via Query Semantic Caching
by: Wang, Tong, et al.
Published: (2026)
by: Wang, Tong, et al.
Published: (2026)
AnnoRetrieve: Efficient Structured Retrieval for Unstructured Document Analysis
by: Lin, Teng, et al.
Published: (2026)
by: Lin, Teng, et al.
Published: (2026)
DataScout: Automatic Data Fact Retrieval for Statement Augmentation with an LLM-Based Agent
by: Chen, Chuer, et al.
Published: (2025)
by: Chen, Chuer, et al.
Published: (2025)
FloodSQL-Bench: A Retrieval-Augmented Benchmark for Geospatially-Grounded Text-to-SQL
by: Liu, Hanzhou, et al.
Published: (2025)
by: Liu, Hanzhou, et al.
Published: (2025)
SEARA: An Automated Approach for Obtaining Optimal Retrievers
by: Yuheng, Zou, et al.
Published: (2025)
by: Yuheng, Zou, et al.
Published: (2025)
DSL: Broadband by phone
Published: (1999)
Published: (1999)
Tecnologías xDSL
by: Patricia Pérez Romero
Published: (2005)
by: Patricia Pérez Romero
Published: (2005)
Agentic Information Retrieval
by: Zhang, Weinan, et al.
Published: (2024)
by: Zhang, Weinan, et al.
Published: (2024)
DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement Learning
by: Jiang, Pengcheng, et al.
Published: (2025)
by: Jiang, Pengcheng, et al.
Published: (2025)
Harmonizing Generative Retrieval and Ranking in Chain-of-Recommendation
by: Liu, Yu, et al.
Published: (2026)
by: Liu, Yu, et al.
Published: (2026)
EA-Agent: A Structured Multi-Step Reasoning Agent for Entity Alignment
by: Nan, Yixuan, et al.
Published: (2026)
by: Nan, Yixuan, et al.
Published: (2026)
Retrieval Augmented Conversational Recommendation with Reinforcement Learning
by: Yue, Zhenrui, et al.
Published: (2026)
by: Yue, Zhenrui, et al.
Published: (2026)
Sidekick compilation with xDSL
by: Fehr, Mathieu, et al.
Published: (2023)
by: Fehr, Mathieu, et al.
Published: (2023)
SkewRoute: Training-Free LLM Routing for Knowledge Graph Retrieval-Augmented Generation via Score Skewness of Retrieved Context
by: Wang, Hairu, et al.
Published: (2025)
by: Wang, Hairu, et al.
Published: (2025)
Writing Style Matters: An Examination of Bias and Fairness in Information Retrieval Systems
by: Cao, Hongliu
Published: (2024)
by: Cao, Hongliu
Published: (2024)
LLM-Augmented Retrieval: Enhancing Retrieval Models Through Language Models and Doc-Level Embedding
by: Wu, Mingrui, et al.
Published: (2024)
by: Wu, Mingrui, et al.
Published: (2024)
Multimodal RAG for Unstructured Data:Leveraging Modality-Aware Knowledge Graphs with Hybrid Retrieval
by: R, Rashmi, et al.
Published: (2025)
by: R, Rashmi, et al.
Published: (2025)
CBR-to-SQL: Rethinking Retrieval-based Text-to-SQL using Case-based Reasoning in the Healthcare Domain
by: Nguyen, Hung, et al.
Published: (2026)
by: Nguyen, Hung, et al.
Published: (2026)
SSEmb: A Joint Structural and Semantic Embedding Framework for Mathematical Formula Retrieval
by: Li, Ruyin, et al.
Published: (2025)
by: Li, Ruyin, et al.
Published: (2025)
$τ$-Knowledge: Evaluating Conversational Agents over Unstructured Knowledge
by: Shi, Quan, et al.
Published: (2026)
by: Shi, Quan, et al.
Published: (2026)
Key Information Retrieval to Classify the Unstructured Data Content of Preferential Trade Agreements
by: Zhao, Jiahui, et al.
Published: (2024)
by: Zhao, Jiahui, et al.
Published: (2024)
Rethinking Schema Linking: A Context-Aware Bidirectional Retrieval Approach for Text-to-SQL
by: Nahid, Md Mahadi Hasan, et al.
Published: (2025)
by: Nahid, Md Mahadi Hasan, et al.
Published: (2025)
Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement Learning
by: Chen, Yiqun, et al.
Published: (2025)
by: Chen, Yiqun, et al.
Published: (2025)
Exploring Training and Inference Scaling Laws in Generative Retrieval
by: Cai, Hongru, et al.
Published: (2025)
by: Cai, Hongru, et al.
Published: (2025)
InterDeepResearch: Enabling Human-Agent Collaborative Information Seeking through Interactive Deep Research
by: Pan, Bo, et al.
Published: (2026)
by: Pan, Bo, et al.
Published: (2026)
Generative Retrieval via Term Set Generation
by: Zhang, Peitian, et al.
Published: (2023)
by: Zhang, Peitian, et al.
Published: (2023)
Spectral-Based Graph Neural Networks for Complementary Item Recommendation
by: Luo, Haitong, et al.
Published: (2024)
by: Luo, Haitong, et al.
Published: (2024)
DeTriever: Decoder-representation-based Retriever for Improving NL2SQL In-Context Learning
by: Feng, Yuxi, et al.
Published: (2024)
by: Feng, Yuxi, et al.
Published: (2024)
REaR: Retrieve, Expand and Refine for Effective Multitable Retrieval
by: Agarwal, Rishita, et al.
Published: (2025)
by: Agarwal, Rishita, et al.
Published: (2025)
R$^3$AG: Retriever Routing for Retrieval-Augmented Generation
by: Zhao, Tong, et al.
Published: (2026)
by: Zhao, Tong, et al.
Published: (2026)
Metric Compatible Training for Online Backfilling in Large-Scale Retrieval
by: Seo, Seonguk, et al.
Published: (2023)
by: Seo, Seonguk, et al.
Published: (2023)
LexRAG: Benchmarking Retrieval-Augmented Generation in Multi-Turn Legal Consultation Conversation
by: Li, Haitao, et al.
Published: (2025)
by: Li, Haitao, et al.
Published: (2025)
Boosting Text-to-Chart Retrieval through Training with Synthesized Semantic Insights
by: Wu, Yifan, et al.
Published: (2025)
by: Wu, Yifan, et al.
Published: (2025)
ChatR1: Reinforcement Learning for Conversational Reasoning and Retrieval Augmented Question Answering
by: Lupart, Simon, et al.
Published: (2025)
by: Lupart, Simon, et al.
Published: (2025)
Can Long-Context Language Models Subsume Retrieval, RAG, SQL, and More?
by: Lee, Jinhyuk, et al.
Published: (2024)
by: Lee, Jinhyuk, et al.
Published: (2024)
Training Dense Retrievers with Multiple Positive Passages
by: Wang, Benben, et al.
Published: (2026)
by: Wang, Benben, et al.
Published: (2026)
OPERA: A Reinforcement Learning--Enhanced Orchestrated Planner-Executor Architecture for Reasoning-Oriented Multi-Hop Retrieval
by: Liu, Yu, et al.
Published: (2025)
by: Liu, Yu, et al.
Published: (2025)
Resource-Efficient LLM Application for Structured Transformation of Unstructured Financial Contracts
by: Mridul, Maruf Ahmed, et al.
Published: (2025)
by: Mridul, Maruf Ahmed, et al.
Published: (2025)
Self-Manager: Parallel Agent Loop for Long-form Deep Research
by: Xu, Yilong, et al.
Published: (2026)
by: Xu, Yilong, et al.
Published: (2026)
User Long-Term Multi-Interest Retrieval Model for Recommendation
by: Meng, Yue, et al.
Published: (2025)
by: Meng, Yue, et al.
Published: (2025)
Similar Items
-
RedParrot: Accelerating NL-to-DSL for Business Analytics via Query Semantic Caching
by: Wang, Tong, et al.
Published: (2026) -
AnnoRetrieve: Efficient Structured Retrieval for Unstructured Document Analysis
by: Lin, Teng, et al.
Published: (2026) -
DataScout: Automatic Data Fact Retrieval for Statement Augmentation with an LLM-Based Agent
by: Chen, Chuer, et al.
Published: (2025) -
FloodSQL-Bench: A Retrieval-Augmented Benchmark for Geospatially-Grounded Text-to-SQL
by: Liu, Hanzhou, et al.
Published: (2025) -
SEARA: An Automated Approach for Obtaining Optimal Retrievers
by: Yuheng, Zou, et al.
Published: (2025)