书目名称 | Natural Language Interfaces to Databases |
编辑 | Yunyao Li,Dragomir Radev,Davood Rafiei |
视频video | http://file.papertrans.cn/662/661792/661792.mp4 |
概述 | Explores techniques for building text-to-data and data-to text interfaces using natural language.Covers theory and practical applications that empower readers to build effective natural language inter |
丛书名称 | Synthesis Lectures on Data Management |
图书封面 |  |
描述 | This book presents a comprehensive overview of Natural Language Interfaces to Databases (NLIDBs), an indispensable tool in the ever-expanding realm of data-driven exploration and decision making. After first demonstrating the importance of the field using an interactive ChatGPT session, the book explores the remarkable progress and general challenges faced with real-world deployment of NLIDBs. It goes on to provide readers with a holistic understanding of the intricate anatomy, essential components, and mechanisms underlying NLIDBs and how to build them. Key concepts in representing, querying, and processing structured data as well as approaches for optimizing user queries are established for the reader before their application in NLIDBs is explored. The book discusses text to data through early relevant work on semantic parsing and meaning representation before turning to cutting-edge advancements in how NLIDBs are empowered to comprehend and interpret human languages. Various evaluation methodologies, metrics, datasets and benchmarks that play a pivotal role in assessing the effectiveness of mapping natural language queries to formal queries in a database and the overall performa |
出版日期 | Book 2024 |
关键词 | Natural Language Interfaces to Databases; NLIDB; Text to Data; Data to Text; Query Models |
版次 | 1 |
doi | https://doi.org/10.1007/978-3-031-45043-3 |
isbn_softcover | 978-3-031-45045-7 |
isbn_ebook | 978-3-031-45043-3Series ISSN 2153-5418 Series E-ISSN 2153-5426 |
issn_series | 2153-5418 |
copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl |