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India is a multi-lingual country where Roman script is often used alongside different Indic scripts in a text document. To develop a script specific handwritten Optical Character Recognition (OCR) system, it is therefore necessary to…

Machine Learning · Computer Science 2010-03-25 Ram Sarkar , Nibaran Das , Subhadip Basu , Mahantapas Kundu , Mita Nasipuri , Dipak Kumar Basu

In this paper, we conduct one of the very first studies for cross-corpora performance evaluation in the spoken language identification (LID) problem. Cross-corpora evaluation was not explored much in LID research, especially for the Indian…

Audio and Speech Processing · Electrical Eng. & Systems 2021-05-13 Spandan Dey , Goutam Saha , Md Sahidullah

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

Lemmatization of standard languages is concerned with (i) abstracting over morphological differences and (ii) resolving token-lemma ambiguities of inflected words in order to map them to a dictionary headword. In the present paper we aim to…

Computation and Language · Computer Science 2019-03-19 Enrique Manjavacas , Ákos Kádár , Mike Kestemont

Large Language Models (LLMs) exhibit strong multilingual performance despite being predominantly trained on English-centric corpora. This raises a fundamental question: How do LLMs achieve such multilingual capabilities? Focusing on…

Computation and Language · Computer Science 2025-12-23 Alan Saji , Jaavid Aktar Husain , Thanmay Jayakumar , Raj Dabre , Anoop Kunchukuttan , Ratish Puduppully

Informal romanization is an idiosyncratic process used by humans in informal digital communication to encode non-Latin script languages into Latin character sets found on common keyboards. Character substitution choices differ between users…

Computation and Language · Computer Science 2020-05-07 Maria Ryskina , Matthew R. Gormley , Taylor Berg-Kirkpatrick

Natural language processing (NLP) techniques have become mainstream in the recent decade. Most of these advances are attributed to the processing of a single language. More recently, with the extensive growth of social media platforms focus…

Computation and Language · Computer Science 2022-01-12 Ramchandra Joshi , Raviraj Joshi

More than 2 billion mobile users worldwide type in multiple languages in the soft keyboard. On a monolingual keyboard, 38% of falsely auto-corrected words are valid in another language. This can be easily avoided by detecting the language…

Computation and Language · Computer Science 2021-01-12 Sourabh Vasant Gothe , Sourav Ghosh , Sharmila Mani , Guggilla Bhanodai , Ankur Agarwal , Chandramouli Sanchi

Scene-text recognition is remarkably better in Latin languages than the non-Latin languages due to several factors like multiple fonts, simplistic vocabulary statistics, updated data generation tools, and writing systems. This paper…

Computer Vision and Pattern Recognition · Computer Science 2022-01-11 Sanjana Gunna , Rohit Saluja , C. V. Jawahar

In this paper I present a classifier for automatic identification of linguistic politeness in Hindi texts. I have used the manually annotated corpus of over 25,000 blog comments to train an SVM. Making use of the discursive and…

Computation and Language · Computer Science 2021-12-01 Ritesh Kumar

The Romansh language has several regional varieties, called idioms, which sometimes have limited mutual intelligibility. Despite this linguistic diversity, there has been a lack of documented efforts to build a language identification (LID)…

Computation and Language · Computer Science 2026-05-06 Charlotte Model , Sina Ahmadi , Jannis Vamvas

While automatic metrics drive progress in Machine Translation (MT) and Text Summarization (TS), existing metrics have been developed and validated almost exclusively for English and other high-resource languages. This narrow focus leaves…

Computation and Language · Computer Science 2025-10-09 Amir Hossein Yari , Kalmit Kulkarni , Ahmad Raza Khan , Fajri Koto

Abugida refers to a phonogram writing system where each syllable is represented using a single consonant or typographic ligature, along with a default vowel or optional diacritic(s) to denote other vowels. However, texting in these…

Computation and Language · Computer Science 2021-03-31 Sourav Ghosh , Sourabh Vasant Gothe , Chandramouli Sanchi , Barath Raj Kandur Raja

language identification (LID) is identifing a language in a given spoken utterance. Language segmentation is equally inportant as language identification where language boundaries can be spotted in a multi language utterance. In this paper,…

Audio and Speech Processing · Electrical Eng. & Systems 2020-05-19 Anirban Bhowmick , Astik Biswas

We propose a post-OCR text correction approach for digitising texts in Romanised Sanskrit. Owing to the lack of resources our approach uses OCR models trained for other languages written in Roman. Currently, there exists no dataset…

Computation and Language · Computer Science 2018-09-10 Amrith Krishna , Bodhisattwa Prasad Majumder , Rajesh Shreedhar Bhat , Pawan Goyal

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

Advancements in Large Language Models (LLMs) have significantly enhanced instruction-following capabilities. However, most Instruction Fine-Tuning (IFT) datasets are predominantly in English, limiting model performance in other languages.…

Computation and Language · Computer Science 2024-07-03 Sathish Reddy Indurthi , Wenxuan Zhou , Shamil Chollampatt , Ravi Agrawal , Kaiqiang Song , Lingxiao Zhao , Chenguang Zhu

Language Identification (LI) is crucial for various natural language processing tasks, serving as a foundational step in applications such as sentiment analysis, machine translation, and information retrieval. In multilingual societies like…

Computation and Language · Computer Science 2025-03-13 Aniket Deroy , Subhankar Maity

Of the over 7,000 languages spoken in the world, commercial language identification (LID) systems only reliably identify a few hundred in written form. Research-grade systems extend this coverage under certain circumstances, but for most…

Computation and Language · Computer Science 2026-02-10 Rasul Dent , Pedro Ortiz Suarez , Thibault Clérice , Benoît Sagot

Transliteration has emerged as a promising means to bridge the gap between various languages in multilingual NLP, showing promising results especially for languages using non-Latin scripts. We investigate the degree to which shared script,…

Computation and Language · Computer Science 2026-03-25 Haeji Jung , Jinju Kim , Kyungjin Kim , Youjeong Roh , David R. Mortensen