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Automatic Language Identification in Texts
ISBN-13:
9783031458224
Veröffentl:
2024
Einband:
eBook
Seiten:
148
Autor:
Tommi Jauhiainen
Serie:
Synthesis Lectures on Human Language Technologies
eBook Typ:
PDF
eBook Format:
Reflowable eBook
Kopierschutz:
Digital Watermark [Social-DRM]
Sprache:
Englisch
Beschreibung:
This book provides readers with a brief account of the history of Language Identification (LI) research and a survey of the features and methods most used in LI literature. LI is the problem of determining the language in which a document is written and is a crucial part of many text processing pipelines. The authors use a unified notation to clarify the relationships between common LI methods. The book introduces LI performance evaluation methods and takes a detailed look at LI-related shared tasks. The authors identify open issues and discuss the applications of LI and related tasks and proposes future directions for research in LI.
This book provides readers with a brief account of the history of Language Identification (LI) research and a survey of the features and methods most used in LI literature. LI is the problem of determining the language in which a document is written and is a crucial part of many text processing pipelines. The authors use a unified notation to clarify the relationships between common LI methods. The book introduces LI performance evaluation methods and takes a detailed look at LI-related shared tasks. The authors identify open issues and discuss the applications of LI and related tasks and proposes future directions for research in LI.
1 Introduction to Language Identification.- 2 Features and Methods.- 3 Evaluation and measurement.- 4 Specific Challenges of Variation and Text Types.- 5 Large scale, Multi-domain Language Identification.- 6 Applications and Related Tasks.- 7 Conclusion and Future Directions.