SQL-o1: A Self-Reward Heuristic Dynamic Search Method for Text-to-SQL [PDF]
Shuai Lyu +8 more
openalex +1 more source
ShadowGNN: Graph Projection Neural Network for Text-to-SQL Parser [PDF]
, 2021 Zhi Chen +6 more
openalex +1 more source
Evaluating LLMs for Text-to-SQL Generation With Complex SQL Workload
This study presents a comparative analysis of the a complex SQL benchmark, TPC-DS, with two existing text-to-SQL benchmarks, BIRD and Spider. Our findings reveal that TPC-DS queries exhibit a significantly higher level of structural complexity compared to the other two benchmarks.
Ma, Limin, Pu, Ken, Zhu, Ying
openaire +2 more sources
Alpha-SQL: Zero-Shot Text-to-SQL using Monte Carlo Tree Search [PDF]
Boyan Li +6 more
openalex +1 more source
Taming SQL Complexity: LLM-Based Equivalence Evaluation for Text-to-SQL
The rise of Large Language Models (LLMs) has significantly advanced Text-to-SQL (NL2SQL) systems, yet evaluating the semantic equivalence of generated SQL remains a challenge, especially given ambiguous user queries and multiple valid SQL interpretations.
Zeng, Qingyun +4 more
openaire +2 more sources
Abacus-SQL: A Text-to-SQL System Empowering Cross-Domain and Open-Domain Database Retrieval [PDF]
Keyan Xu +4 more
openalex +1 more source
Lightweight and Data-Efficient Fine-Tuning of Language Models for Bidirectional Text-to-SQL and SQL-to-Text Tasks: A Systematic Review [PDF]
Bhavana Sangamnerkar, Swati Namdev
openalex +1 more source
Towards Robustness of Text-to-SQL Models against Synonym Substitution [PDF]
, 2021 Yujian Gan +6 more
openalex +1 more source
From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems
LLMs when used with Retrieval Augmented Generation (RAG), are greatly improving the SOTA of translating natural language queries to structured and correct SQL. Unlike previous reviews, this survey provides a comprehensive study of the evolution of LLM-based text-to-SQL systems, from early rule-based models to advanced LLM approaches that use (RAG ...
Mohammadjafari, Ali +2 more
openaire +2 more sources
Decoupled Dialogue Modeling and Semantic Parsing for Multi-Turn Text-to-SQL [PDF]
, 2021 Zhi Chen +6 more
openalex +1 more source