A Survey of NL2SQL with Large Language Models: Where are we, and where are we going?

X Liu, S Shen, B Li, P Ma, R Jiang, Y Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
Translating users' natural language queries (NL) into SQL queries (ie, NL2SQL) can
significantly reduce barriers to accessing relational databases and support various …

Resdsql: Decoupling schema linking and skeleton parsing for text-to-sql

H Li, J Zhang, C Li, H Chen - Proceedings of the AAAI Conference on …, 2023 - ojs.aaai.org
One of the recent best attempts at Text-to-SQL is the pre-trained language model. Due to the
structural property of the SQL queries, the seq2seq model takes the responsibility of parsing …

Is gpt-4 a good data analyst?

L Cheng, X Li, L Bing - arxiv preprint arxiv:2305.15038, 2023 - arxiv.org
As large language models (LLMs) have demonstrated their powerful capabilities in plenty of
domains and tasks, including context understanding, code generation, language generation …

Unifying the perspectives of nlp and software engineering: A survey on language models for code

Z Zhang, C Chen, B Liu, C Liao, Z Gong, H Yu… - arxiv preprint arxiv …, 2023 - arxiv.org
In this work we systematically review the recent advancements in software engineering with
language models, covering 70+ models, 40+ evaluation tasks, 180+ datasets, and 900 …

Towards robustness of large language models on text-to-SQL task: an adversarial and cross-domain investigation

W Zhang, Y Wang, M Fan - International Conference on Artificial Neural …, 2023 - Springer
Recent advances in large language models (LLMs) like ChatGPT have led to impressive
results on various natural language processing (NLP) challenges including text-to-SQL task …

Decoupling SQL query hardness parsing for text-to-SQL

J Yi, G Chen, X Zhou - Neurocomputing, 2025 - Elsevier
The fundamental goal of the Text-to-SQL task is to translate natural language question into
SQL query. Current research, which has made significant progress, primarily emphasizes …

A Plug-and-Play Natural Language Rewriter for Natural Language to SQL

P Ma, B Li, R Jiang, J Fan, N Tang, Y Luo - arxiv preprint arxiv …, 2024 - arxiv.org
Existing Natural Language to SQL (NL2SQL) solutions have made significant
advancements, yet challenges persist in interpreting and translating NL queries, primarily …