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Code-Mixing is a phenomenon of mixing two or more languages in a speech event and is prevalent in multilingual societies. Given the low-resource nature of Code-Mixing, machine generation of code-mixed text is a prevalent approach for data…

Artificial Intelligence · Computer Science 2022-06-17 Prashant Kodali , Tanmay Sachan , Akshay Goindani , Anmol Goel , Naman Ahuja , Manish Shrivastava , Ponnurangam Kumaraguru

The rapid expansion in the usage of social media networking sites leads to a huge amount of unprocessed user generated data which can be used for text mining. Author profiling is the problem of automatically determining profiling aspects…

Computation and Language · Computer Science 2018-06-15 Ankush Khandelwal , Sahil Swami , Syed Sarfaraz Akhtar , Manish Shrivastava

In contrast to many decades of research on oral code-switching, the study of written multilingual productions has only recently enjoyed a surge of interest. Many open questions remain regarding the sociolinguistic underpinnings of written…

Computation and Language · Computer Science 2019-09-02 Ella Rabinovich , Masih Sultani , Suzanne Stevenson

The analysis of data in which multiple languages are represented has gained popularity among computational linguists in recent years. So far, much of this research focuses mainly on the improvement of computational methods and largely…

Computation and Language · Computer Science 2023-01-10 A. Seza Doğruöz , Sunayana Sitaram , Barbara E. Bullock , Almeida Jacqueline Toribio

Code-switching (CS) poses a significant challenge for Large Language Models (LLMs), yet its comprehensibility remains underexplored in LLMs. We introduce CS-Sum, to evaluate the comprehensibility of CS by the LLMs through CS dialogue to…

Computation and Language · Computer Science 2025-05-21 Sathya Krishnan Suresh , Tanmay Surana , Lim Zhi Hao , Eng Siong Chng

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

Exploring large-scale text corpora presents a significant challenge in biomedical, finance, and legal domains, where vast amounts of documents are continuously published. Traditional search methods, such as keyword-based search, often…

Computation and Language · Computer Science 2025-06-18 Ashish Chouhan , Saifeldin Mandour , Michael Gertz

Analysis of informative contents and sentiments of social users has been attempted quite intensively in the recent past. Most of the systems are usable only for monolingual data and fails or gives poor results when used on data with…

Computation and Language · Computer Science 2018-03-13 Soumil Mandal , Sainik Kumar Mahata , Dipankar Das

People spend a substantial portion of their lives engaged in conversation, and yet our scientific understanding of conversation is still in its infancy. In this report we advance an interdisciplinary science of conversation, with findings…

Computation and Language · Computer Science 2022-03-02 Andrew Reece , Gus Cooney , Peter Bull , Christine Chung , Bryn Dawson , Casey Fitzpatrick , Tamara Glazer , Dean Knox , Alex Liebscher , Sebastian Marin

Collaborative problem solving (CPS) is widely recognized as a critical 21st-century skill. Assessing CPS depends heavily on coding the communication data using a construct-relevant framework, and this process has long been a major…

Human-Computer Interaction · Computer Science 2026-03-04 Jiangang Hao , Wenju Cui , Patrick Kyllonen , Emily Kerzabi , Lei Liu , Michael Flor

Code-mixing is a phenomenon which arises mainly in multilingual societies. Multilingual people, who are well versed in their native languages and also English speakers, tend to code-mix using English-based phonetic typing and the insertion…

Computation and Language · Computer Science 2020-09-03 Avishek Garain , Sainik Kumar Mahata , Dipankar Das

With increasing globalization and immigration, various studies have estimated that about half of the world population is bilingual. Consequently, individuals concurrently use two or more languages or dialects in casual conversational…

Computation and Language · Computer Science 2022-11-01 Saurav K. Aryal , Howard Prioleau , Gloria Washington

Code-Switching (CS) multilingual Automatic Speech Recognition (ASR) models can transcribe speech containing two or more alternating languages during a conversation. This paper proposes (1) a new method for creating code-switching ASR…

Audio and Speech Processing · Electrical Eng. & Systems 2023-09-19 Kunal Dhawan , Dima Rekesh , Boris Ginsburg

Code mixing (or code switching) is a common phenomenon observed in social-media content generated by a linguistically diverse user-base. Studies show that in the Indian sub-continent, a substantial fraction of social media posts exhibit…

Computation and Language · Computer Science 2020-06-17 Ashiqur R. KhudaBukhsh , Shriphani Palakodety , Jaime G. Carbonell

Code-mixed texts are widespread nowadays due to the advent of social media. Since these texts combine two languages to formulate a sentence, it gives rise to various research problems related to Natural Language Processing. In this paper,…

Computation and Language · Computer Science 2020-07-30 Tathagata Raha , Sainik Kumar Mahata , Dipankar Das , Sivaji Bandyopadhyay

Being a popular mode of text-based communication in multilingual communities, code-mixing in online social media has became an important subject to study. Learning the semantics and morphology of code-mixed language remains a key challenge,…

Computation and Language · Computer Science 2022-04-28 Ayan Sengupta , Tharun Suresh , Md Shad Akhtar , Tanmoy Chakraborty

The widespread online communication in a modern multilingual world has provided opportunities to blend more than one language (aka code-mixed language) in a single utterance. This has resulted a formidable challenge for the computational…

Computation and Language · Computer Science 2024-05-01 Kartik Kartik , Sanjana Soni , Anoop Kunchukuttan , Tanmoy Chakraborty , Md Shad Akhtar

Cross-lingual summarization (CLS) has attracted increasing interest in recent years due to the availability of large-scale web-mined datasets and the advancements of multilingual language models. However, given the rareness of naturally…

Computation and Language · Computer Science 2024-05-24 Ruochen Zhang , Carsten Eickhoff

Multilingual speakers tend to alternate between languages within a conversation, a phenomenon referred to as "code-switching" (CS). CS is a complex phenomenon that not only encompasses linguistic challenges, but also contains a great deal…

Computation and Language · Computer Science 2021-12-14 Injy Hamed , Alia El Bolock , Nader Rizk , Cornelia Herbert , Slim Abdennadher , Ngoc Thang Vu

Code-switching is a common phenomenon among multilingual speakers, where alternation between two or more languages occurs within the context of a single conversation. While multilingual humans can seamlessly switch back and forth between…

Computation and Language · Computer Science 2022-10-12 Thamme Gowda , Mozhdeh Gheini , Jonathan May
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