Benchmarking the text-to-sql capability of large language models: A comprehensive evaluation

B Zhang, Y Ye, G Du, X Hu, Z Li, S Yang, CH Liu… - arxiv preprint arxiv …, 2024 - arxiv.org
Large Language Models (LLMs) have emerged as a powerful tool in advancing the Text-to-
SQL task, significantly outperforming traditional methods. Nevertheless, as a nascent …

Reranking for natural language generation from logical forms: A study based on large language models

L Haroutunian, Z Li, L Galescu, P Cohen… - arxiv preprint arxiv …, 2023 - arxiv.org
Large language models (LLMs) have demonstrated impressive capabilities in natural
language generation. However, their output quality can be inconsistent, posing challenges …

Natural Language Interfaces for Databases with Deep Learning

G Katsogiannis-Meimarakis, M Xydas… - Proceedings of the VLDB …, 2023 - dl.acm.org
In the age of the Digital Revolution, almost all human activities, from industrial and business
operations to medical and academic research, are reliant on the constant integration and …

[HTML][HTML] A confidence-based knowledge integration framework for cross-domain table question answering

Y Fan, T Ren, C Huang, B Zheng, Y **g, Z He… - Knowledge-Based …, 2024 - Elsevier
Recent advancements in TableQA leverage sequence-to-sequence (Seq2seq) deep
learning models to accurately respond to natural language queries. These models achieve …

[PDF][PDF] Data Democratisation with Deep Learning: Structured Query Translation from and to Natural Language

GG Katsogiannis-Meimarakis - 2023 - pergamos.lib.uoa.gr
While data guides and influences many human activities, the barriers posed by the tools that
are needed to retrieve it, such as Structured Query Language (SQL), make data inaccessible …

[PDF][PDF] Generation of meaningful SQL-Query exercises using large language models and knowledge graphs

P Christ - 2023 - fbmn.h-da.de
This thesis presents a system for generating meaningful SQL-query-exercises for
educational purposes. The system utilizes a combination of relational database concepts …

[PDF][PDF] Proportionate diversification of top-k llm results using database queries

T On, S Ghosh, M Du, SB Roy - DEF, 2002 - ceur-ws.org
Result diversification aims to return relevant results that cover a variety of perspectives.
Attribute-based diversification groups results by shared attributes (eg, genre for movies) and …