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Language identification (LI) is the problem of determining the natural language that a document or part thereof is written in. Automatic LI has been extensively researched for over fifty years. Today, LI is a key part of many text…

Computation and Language · Computer Science 2018-11-22 Tommi Jauhiainen , Marco Lui , Marcos Zampieri , Timothy Baldwin , Krister Lindén

Language Identification (LID) is an important component of many multilingual natural language processing pipelines, where it facilitates corpus curation, training data analysis, and cross-lingual evaluation of large language models. Despite…

Computation and Language · Computer Science 2026-02-20 Clara Meister , Ahmetcan Yavuz , Pietro Lesci , Tiago Pimentel

This article introduces the Wanca 2017 corpus of texts crawled from the internet from which the sentences in rare Uralic languages for the use of the Uralic Language Identification (ULI) 2020 shared task were collected. We describe the ULI…

Computation and Language · Computer Science 2020-08-28 Tommi Jauhiainen , Heidi Jauhiainen , Niko Partanen , Krister Lindén

This paper presents methods to discriminate between languages and dialects written in Cuneiform script, one of the first writing systems in the world. We report the results obtained by the PZ team in the Cuneiform Language Identification…

Computation and Language · Computer Science 2019-04-30 Gustavo Henrique Paetzold , Marcos Zampieri

Language Identification (LID) systems are used to classify the spoken language from a given audio sample and are typically the first step for many spoken language processing tasks, such as Automatic Speech Recognition (ASR) systems. Without…

Computer Vision and Pattern Recognition · Computer Science 2017-08-17 Christian Bartz , Tom Herold , Haojin Yang , Christoph Meinel

Language Identification (LI) is an important first step in several speech processing systems. With a growing number of voice-based assistants, speech LI has emerged as a widely researched field. To approach the problem of identifying…

Computation and Language · Computer Science 2019-10-11 Sarthak , Shikhar Shukla , Govind Mittal

The task of automatically identifying a language used in a given text is called Language Identification (LI). India is a multilingual country and many Indians especially youths are comfortable with Hindi and English, in addition to their…

Computation and Language · Computer Science 2022-11-21 H. L. Shashirekha , F. Balouchzahi , M. D. Anusha , G. Sidorov

Language identification (LID) is a fundamental step in curating multilingual corpora. However, LID models still perform poorly for many languages, especially on the noisy and heterogeneous web data often used to train multilingual language…

Computation and Language · Computer Science 2026-01-27 Pedro Ortiz Suarez , Laurie Burchell , Catherine Arnett , Rafael Mosquera-Gómez , Sara Hincapie-Monsalve , Thom Vaughan , Damian Stewart , Malte Ostendorff , Idris Abdulmumin , Vukosi Marivate , Shamsuddeen Hassan Muhammad , Atnafu Lambebo Tonja , Hend Al-Khalifa , Nadia Ghezaiel Hammouda , Verrah Otiende , Tack Hwa Wong , Jakhongir Saydaliev , Melika Nobakhtian , Muhammad Ravi Shulthan Habibi , Chalamalasetti Kranti , Carol Muchemi , Khang Nguyen , Faisal Muhammad Adam , Luis Frentzen Salim , Reem Alqifari , Cynthia Amol , Joseph Marvin Imperial , Ilker Kesen , Ahmad Mustafid , Pavel Stepachev , Leshem Choshen , David Anugraha , Hamada Nayel , Seid Muhie Yimam , Vallerie Alexandra Putra , My Chiffon Nguyen , Azmine Toushik Wasi , Gouthami Vadithya , Rob van der Goot , Lanwenn ar C'horr , Karan Dua , Andrew Yates , Mithil Bangera , Yeshil Bangera , Hitesh Laxmichand Patel , Shu Okabe , Fenal Ashokbhai Ilasariya , Dmitry Gaynullin , Genta Indra Winata , Yiyuan Li , Juan Pablo Martínez , Amit Agarwal , Ikhlasul Akmal Hanif , Raia Abu Ahmad , Esther Adenuga , Filbert Aurelian Tjiaranata , Weerayut Buaphet , Michael Anugraha , Sowmya Vajjala , Benjamin Rice , Azril Hafizi Amirudin , Jesujoba O. Alabi , Srikant Panda , Yassine Toughrai , Bruhan Kyomuhendo , Daniel Ruffinelli , Akshata A , Manuel Goulão , Ej Zhou , Ingrid Gabriela Franco Ramirez , Cristina Aggazzotti , Konstantin Dobler , Jun Kevin , Quentin Pagès , Nicholas Andrews , Nuhu Ibrahim , Mattes Ruckdeschel , Amr Keleg , Mike Zhang , Casper Muziri , Saron Samuel , Sotaro Takeshita , Kun Kerdthaisong , Luca Foppiano , Rasul Dent , Tommaso Green , Ahmad Mustapha Wali , Kamohelo Makaaka , Vicky Feliren , Inshirah Idris , Hande Celikkanat , Abdulhamid Abubakar , Jean Maillard , Benoît Sagot , Thibault Clérice , Kenton Murray , Sarah Luger

An accurate language identification tool is an absolute necessity for building complex NLP systems to be used on code-mixed data. Lot of work has been recently done on the same, but there's still room for improvement. Inspired from the…

Computation and Language · Computer Science 2018-08-23 Soumil Mandal , Anil Kumar Singh

Formality is one of the important characteristics of text documents. The automatic detection of the formality level of a text is potentially beneficial for various natural language processing tasks. Before, two large-scale datasets were…

Computation and Language · Computer Science 2023-09-11 Daryna Dementieva , Nikolay Babakov , Alexander Panchenko

Native language identification (NLI) is the task of training (via supervised machine learning) a classifier that guesses the native language of the author of a text. This task has been extensively researched in the last decade, and the…

Computation and Language · Computer Science 2022-08-03 Barbara Berti , Andrea Esuli , Fabrizio Sebastiani

Automatic language identification is frequently framed as a multi-class classification problem. However, when creating digital corpora for less commonly written languages, it may be more appropriate to consider it a data mining problem. For…

Computation and Language · Computer Science 2025-03-11 Rasul Dent , Pedro Ortiz Suarez , Thibault Clérice , Benoît Sagot

Spoken language identification refers to the task of automatically predicting the spoken language in a given utterance. Conventionally, it is modeled as a speech-based language identification task. Prior techniques have been constrained to…

Language Identification in textual documents is the process of automatically detecting the language contained in a document based on its content. The present Language Identification techniques presume that a document contains text in one of…

Computation and Language · Computer Science 2021-06-30 Mohd Zeeshan Ansari , Tanvir Ahmad , Noaima Bari

This paper presents an ensemble system combining the output of multiple SVM classifiers to native language identification (NLI). The system was submitted to the NLI Shared Task 2017 fusion track which featured students essays and spoken…

Computation and Language · Computer Science 2017-07-25 Marcos Zampieri , Alina Maria Ciobanu , Liviu P. Dinu

Identification of the languages written using cuneiform symbols is a difficult task due to the lack of resources and the problem of tokenization. The Cuneiform Language Identification task in VarDial 2019 addresses the problem of…

Computation and Language · Computer Science 2020-09-24 Ehsan Doostmohammadi , Minoo Nassajian

Code switching (CS) is a very common phenomenon in written and spoken communication but one that is handled poorly by many natural language processing applications. Looking to the application of building CS corpora, we explore CS language…

Computation and Language · Computer Science 2024-02-05 Laurie Burchell , Alexandra Birch , Robert P. Thompson , Kenneth Heafield

Language Identification (LID) is a challenging task, especially when the input texts are short and noisy such as posts and statuses on social media or chat logs on gaming forums. The task has been tackled by either designing a feature set…

Computation and Language · Computer Science 2019-10-16 Duy Tin Vo , Richard Khoury

In language identification, a common first step in natural language processing, we want to automatically determine the language of some input text. Monolingual language identification assumes that the given document is written in one…

Computation and Language · Computer Science 2017-08-01 Tom Kocmi , Ondřej Bojar

Cross-lingual Text Classification (CLC) consists of automatically classifying, according to a common set C of classes, documents each written in one of a set of languages L, and doing so more accurately than when naively classifying each…

Machine Learning · Computer Science 2021-09-22 Andrea Esuli , Alejandro Moreo , Fabrizio Sebastiani
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