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Classical language dynamics explains language shift as a process in which speakers adopt a higher status language in lieu of a lower status language. This is well documented with English having out-competed languages such as Scottish…

With a sharp rise in fluency and users of "Hinglish" in linguistically diverse country, India, it has increasingly become important to analyze social content written in this language in platforms such as Twitter, Reddit, Facebook. This…

Computation and Language · Computer Science 2020-01-01 Vivek Kumar Gupta

This paper presents our process for developing a sample-efficient language model for a conversational Hinglish chatbot. Hinglish, a code-mixed language that combines Hindi and English, presents a unique computational challenge due to…

Computation and Language · Computer Science 2025-04-29 Sakshi Singh , Abhinav Prakash , Aakriti Shah , Chaitanya Sachdeva , Sanjana Dumpala

In multilingual societies like the Indian subcontinent, use of code-switched languages is much popular and convenient for the users. In this paper, we study offense and abuse detection in the code-switched pair of Hindi and English (i.e.…

Computation and Language · Computer Science 2018-09-25 Raghav Kapoor , Yaman Kumar , Kshitij Rajput , Rajiv Ratn Shah , Ponnurangam Kumaraguru , Roger Zimmermann

Language representations are efficient tools used across NLP applications, but they are strife with encoded societal biases. These biases are studied extensively, but with a primary focus on English language representations and biases…

Computation and Language · Computer Science 2022-05-10 Vijit Malik , Sunipa Dev , Akihiro Nishi , Nanyun Peng , Kai-Wei Chang

Lately, the problem of code-switching has gained a lot of attention and has emerged as an active area of research. In bilingual communities, the speakers commonly embed the words and phrases of a non-native language into the syntax of a…

Computation and Language · Computer Science 2017-11-13 Ganji Sreeram , Rohit Sinha

Spoken English proficiency is a powerful driver of economic mobility for low-income Indian youth, yet opportunities for spoken practice remain scarce in schools. We investigate the deployment of a voice-based chatbot for English…

Human-Computer Interaction · Computer Science 2026-02-09 Sneha Shashidhara , Vivienne Bihe Chi , Abhay P Singh , Lyle Ungar , Sharath Chandra Guntuku

Code-mixing, the blending of linguistic elements from distinct languages to form meaningful sentences, is common in multilingual settings, yielding hybrid languages like Hinglish and Minglish. Marathi, India's third most spoken language,…

The pervasive influence of social biases in language data has sparked the need for benchmark datasets that capture and evaluate these biases in Large Language Models (LLMs). Existing efforts predominantly focus on English language and the…

Computation and Language · Computer Science 2024-04-04 Nihar Ranjan Sahoo , Pranamya Prashant Kulkarni , Narjis Asad , Arif Ahmad , Tanu Goyal , Aparna Garimella , Pushpak Bhattacharyya

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

The socioeconomic background of people and how they use standard forms of language are not independent, as demonstrated in various sociolinguistic studies. However, the extent to which these correlations may be influenced by the mixing of…

Physics and Society · Physics 2025-07-11 Thomas Louf , José J. Ramasco , David Sánchez , Márton Karsai

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

Multilingual encoder-based language models are widely adopted for code-mixed analysis tasks, yet we know surprisingly little about how they represent code-mixed inputs internally - or whether those representations meaningfully connect to…

Computation and Language · Computer Science 2026-03-23 Debajyoti Mazumder , Divyansh Pathak , Prashant Kodali , Jasabanta Patro

Existing research in measuring and mitigating gender bias predominantly centers on English, overlooking the intricate challenges posed by non-English languages and the Global South. This paper presents the first comprehensive study delving…

With the growing presence of multilingual users on social media, detecting abusive language in code-mixed text has become increasingly challenging. Code-mixed communication, where users seamlessly switch between English and their native…

Computation and Language · Computer Science 2025-05-01 Manish Pandey , Nageshwar Prasad Yadav , Mokshada Adduru , Sawan Rai

The gender bias present in the data on which language models are pre-trained gets reflected in the systems that use these models. The model's intrinsic gender bias shows an outdated and unequal view of women in our culture and encourages…

Computation and Language · Computer Science 2022-09-09 Neeraja Kirtane , V Manushree , Aditya Kane

The effectiveness of brand monitoring in India is increasingly challenged by the rise of Hinglish--a hybrid of Hindi and English--used widely in user-generated content on platforms like Twitter. Traditional Natural Language Processing (NLP)…

Computation and Language · Computer Science 2026-01-09 Aashi Garg , Aneshya Das , Arshi Arya , Anushka Goyal , Aditi

The exponential increase in the use of the Internet and social media over the last two decades has changed human interaction. This has led to many positive outcomes, but at the same time it has brought risks and harms. While the volume of…

Computation and Language · Computer Science 2020-12-23 Neeraj Vashistha , Arkaitz Zubiaga , Shanky Sharma

Multilingualism refers to the high degree of proficiency in two or more languages in the written and oral communication modes. It often results in language mixing, a.k.a. code-mixing, when a multilingual speaker switches between multiple…

Computation and Language · Computer Science 2021-06-16 Vivek Srivastava , Mayank Singh

Automatic spoken language identification (LID) is a very important research field in the era of multilingual voice-command-based human-computer interaction (HCI). A front-end LID module helps to improve the performance of many speech-based…

Computation and Language · Computer Science 2022-12-08 Spandan Dey , Md Sahidullah , Goutam Saha
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