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In this work, we use language modeling to investigate the factors that influence insertional code-switching. Code-switching occurs when a speaker alternates between one language variety (the primary language) and another (the secondary…

Computation and Language · Computer Science 2026-05-05 Debasmita Bhattacharya , Marten van Schijndel

Cross-lingual summarization involves the summarization of text written in one language to a different one. There is a body of research addressing cross-lingual summarization from English to other European languages. In this work, we aim to…

Computation and Language · Computer Science 2023-12-25 Nikhilesh Bhatnagar , Ashok Urlana , Vandan Mujadia , Pruthwik Mishra , Dipti Misra Sharma

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

Code-switching is a data augmentation scheme mixing words from multiple languages into source lingual text. It has achieved considerable generalization performance of cross-lingual transfer tasks by aligning cross-lingual contextual word…

Computation and Language · Computer Science 2024-06-21 Zhuoran Li , Chunming Hu , Junfan Chen , Zhijun Chen , Xiaohui Guo , Richong Zhang

Code-switching occurs when more than one language is mixed in a given sentence or a conversation. This phenomenon is more prominent on social media platforms and its adoption is increasing over time. Therefore code-mixed NLP has been…

Computation and Language · Computer Science 2022-04-19 Ravindra Nayak , Raviraj Joshi

Generating code-switched text is a problem of growing interest, especially given the scarcity of corpora containing large volumes of real code-switched text. In this work, we adapt a state-of-the-art neural machine translation model to…

Computation and Language · Computer Science 2021-07-15 Ishan Tarunesh , Syamantak Kumar , Preethi Jyothi

Multilingual code-switching research is often hindered by the lack and linguistically biased status of available datasets. To expand language representation, we synthesize code-switching data by replacing intonation units detected through…

Computation and Language · Computer Science 2024-07-22 Yeeun Kang

Nowadays, the interest in code-mixing has become ubiquitous in Natural Language Processing (NLP); however, not much attention has been given to address this phenomenon for Speech Translation (ST) task. This can be solely attributed to the…

Computation and Language · Computer Science 2022-09-07 Jivnesh Sandhan , Ayush Daksh , Om Adideva Paranjay , Laxmidhar Behera , Pawan Goyal

The term "Code Mixed" refers to the use of more than one language in the same text. This phenomenon is predominantly observed on social media platforms, with an increasing amount of adaptation as time goes on. It is critical to detect…

Computation and Language · Computer Science 2023-05-29 Aryan Patil , Varad Patwardhan , Abhishek Phaltankar , Gauri Takawane , Raviraj Joshi

It is well-known that speakers who entrain to one another have more successful conversations than those who do not. Previous research has shown that interlocutors entrain on linguistic features in both written and spoken monolingual…

Computation and Language · Computer Science 2024-03-27 Debasmita Bhattacharya , Siying Ding , Alayna Nguyen , Julia Hirschberg

Code-mixing is a well-studied linguistic phenomenon when two or more languages are mixed in text or speech. Several datasets have been build with the goal of training computational models for code-mixing. Although it is very common to…

Computation and Language · Computer Science 2023-11-30 Md Nishat Raihan , Dhiman Goswami , Antara Mahmud , Antonios Anastasopoulos , Marcos Zampieri

Many multilingual communities, including numerous in Africa, frequently engage in code-switching during conversations. This behaviour stresses the need for natural language processing technologies adept at processing code-switched text.…

Computation and Language · Computer Science 2024-04-29 Michelle Terblanche , Kayode Olaleye , Vukosi Marivate

Code-mixed discourse combines multiple languages in a single text. It is commonly used in informal discourse in countries with several official languages, but also in many other countries in combination with English or neighboring…

Computation and Language · Computer Science 2025-04-16 Anjali Yadav , Tanya Garg , Matej Klemen , Matej Ulcar , Basant Agarwal , Marko Robnik Sikonja

Code-Switching, a common phenomenon in written text and conversation, has been studied over decades by the natural language processing (NLP) research community. Initially, code-switching is intensively explored by leveraging linguistic…

Computation and Language · Computer Science 2023-05-26 Genta Indra Winata , Alham Fikri Aji , Zheng-Xin Yong , Thamar Solorio

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

This paper introduces PMIndiaSum, a multilingual and massively parallel summarization corpus focused on languages in India. Our corpus provides a training and testing ground for four language families, 14 languages, and the largest to date…

Computation and Language · Computer Science 2023-10-23 Ashok Urlana , Pinzhen Chen , Zheng Zhao , Shay B. Cohen , Manish Shrivastava , Barry Haddow

Code-switching is about dealing with alternative languages in speech or text. It is partially speaker-depend and domain-related, so completely explaining the phenomenon by linguistic rules is challenging. Compared to most monolingual tasks,…

Computation and Language · Computer Science 2019-06-20 Ching-Ting Chang , Shun-Po Chuang , Hung-Yi Lee

An important and difficult task in code-switched speech recognition is to recognize the language, as lots of words in two languages can sound similar, especially in some accents. We focus on improving performance of end-to-end Automatic…

Computation and Language · Computer Science 2024-03-14 Yash Sharma , Basil Abraham , Preethi Jyothi

Most people are multilingual, and most multilinguals code-switch, yet the characteristics of code-switched language are not fully understood. We developed a chatbot capable of completing a Map Task with human participants using…

Computation and Language · Computer Science 2025-08-12 Dean Geckt , Melinda Fricke , Shuly Wintner

In recent times, we have seen an increased use of text chat for communication on social networks and smartphones. This particularly involves the use of Hindi-English code-mixed text which contains words which are not recognized in English…

Computation and Language · Computer Science 2021-11-16 Divyansh Singh