| 书目名称 | Neural Approaches to Conversational Information Retrieval |
| 编辑 | Jianfeng Gao,Chenyan Xiong,Nick Craswell |
| 视频video | |
| 概述 | Surveys recent advances in CIR with an emphasis on recently developed neural approaches.Provides a broad overview of algorithms and methods for developing the main CIR modules.Overview of research pla |
| 丛书名称 | The Information Retrieval Series |
| 图书封面 |  |
| 描述 | .This book surveys recent advances in Conversational Information Retrieval (CIR), focusing on neural approaches that have been developed in the last few years. Progress in deep learning has brought tremendous improvements in natural language processing (NLP) and conversational AI, leading to a plethora of commercial conversational services that allow naturally spoken and typed interaction, increasing the need for more human-centric interactions in IR..The book contains nine chapters. Chapter 1 motivates the research of CIR by reviewing the studies on how people search and subsequently defines a CIR system and a reference architecture which is described in detail in the rest of the book. Chapter 2 provides a detailed discussion of techniques for evaluating a CIR system – a goal-oriented conversational AI system with a human in the loop. Then Chapters 3 to 7 describe the algorithms and methods for developing the main CIR modules (or sub-systems). In Chapter 3, conversational document search is discussed, which can be viewed as a sub-system of the CIR system. Chapter 4 is about algorithms and methods for query-focused multi-document summarization. Chapter 5 describes various neural mo |
| 出版日期 | Book 2023 |
| 关键词 | Information Retrieval; Neural Networks; Deep Learning; Question Answering; Chatbots; Knowledge Graphs; Hum |
| 版次 | 1 |
| doi | https://doi.org/10.1007/978-3-031-23080-6 |
| isbn_softcover | 978-3-031-23082-0 |
| isbn_ebook | 978-3-031-23080-6Series ISSN 1871-7500 Series E-ISSN 2730-6836 |
| issn_series | 1871-7500 |
| copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl |
发表于 2025-3-21 16:52:08
