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Social media has penetrated into multilingual societies, however most of them use English to be a preferred language for communication. So it looks natural for them to mix their cultural language with English during conversations resulting…

计算与语言 · 计算机科学 2020-10-16 Shubhanker Banerjee , Arun Jayapal , Sajeetha Thavareesan

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…

计算与语言 · 计算机科学 2022-01-12 Ramchandra Joshi , Raviraj Joshi

The NLP community has witnessed steep progress in a variety of tasks across the realms of monolingual and multilingual language processing recently. These successes, in conjunction with the proliferating mixed language interactions on…

计算与语言 · 计算机科学 2021-06-14 Sai Muralidhar Jayanthi , Kavya Nerella , Khyathi Raghavi Chandu , Alan W Black

Toxic content is one of the most critical issues for social media platforms today. India alone had 518 million social media users in 2020. In order to provide a good experience to content creators and their audience, it is crucial to flag…

计算与语言 · 计算机科学 2022-01-04 Manan Jhaveri , Devanshu Ramaiya , Harveen Singh Chadha

Use of social media has grown dramatically during the last few years. Users follow informal languages in communicating through social media. The language of communication is often mixed in nature, where people transcribe their regional…

计算与语言 · 计算机科学 2017-02-03 Deepak Gupta , Shubham Tripathi , Asif Ekbal , Pushpak Bhattacharyya

Social media platforms like twitter and facebook have be- come two of the largest mediums used by people to express their views to- wards different topics. Generation of such large user data has made NLP tasks like sentiment analysis and…

计算与语言 · 计算机科学 2018-05-31 Sahil Swami , Ankush Khandelwal , Vinay Singh , Syed Sarfaraz Akhtar , Manish Shrivastava

In multilingual colloquial settings, it is a habitual occurrence to compose expressions of text or speech containing tokens or phrases of different languages, a phenomenon popularly known as code-switching or code-mixing (CMX). We present…

计算与语言 · 计算机科学 2022-11-01 Lekan Raheem , Maab Elrashid

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…

计算与语言 · 计算机科学 2024-06-21 Zhuoran Li , Chunming Hu , Junfan Chen , Zhijun Chen , Xiaohui Guo , Richong Zhang

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…

计算与语言 · 计算机科学 2026-03-23 Debajyoti Mazumder , Divyansh Pathak , Prashant Kodali , Jasabanta Patro

Codeswitching has become one of the most common occurrences across multilingual speakers of the world, especially in countries like India which encompasses around 23 official languages with the number of bilingual speakers being around 300…

计算与语言 · 计算机科学 2022-01-03 Dhruval Jain , Arun D Prabhu , Shubham Vatsal , Gopi Ramena , Naresh Purre

Social media has become a bedrock for people to voice their opinions worldwide. Due to the greater sense of freedom with the anonymity feature, it is possible to disregard social etiquette online and attack others without facing severe…

计算与语言 · 计算机科学 2021-10-19 Arushi Sharma , Anubha Kabra , Minni Jain

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.…

计算与语言 · 计算机科学 2018-09-25 Raghav Kapoor , Yaman Kumar , Kshitij Rajput , Rajiv Ratn Shah , Ponnurangam Kumaraguru , Roger Zimmermann

Code-mixing is the practice of alternating between two or more languages. Mostly observed in multilingual societies, its occurrence is increasing and therefore its importance. A major part of sentiment analysis research has been…

计算与语言 · 计算机科学 2021-07-13 Siddharth Yadav , Tanmoy Chakraborty

Code-switching is the communication phenomenon where speakers switch between different languages during a conversation. With the widespread adoption of conversational agents and chat platforms, code-switching has become an integral part of…

Code-mixing is a frequent communication style among multilingual speakers where they mix words and phrases from two different languages in the same utterance of text or speech. Identifying and filtering code-mixed text is a challenging task…

计算与语言 · 计算机科学 2021-06-21 Vivek Srivastava , Mayank Singh

Offensive content moderation is vital in social media platforms to support healthy online discussions. However, their prevalence in codemixed Dravidian languages is limited to classifying whole comments without identifying part of it…

Code-switching (CS) is a widespread phenomenon among bilingual and multilingual societies. The lack of CS resources hinders the performance of many NLP tasks. In this work, we explore the potential use of bilingual word embeddings for…

计算与语言 · 计算机科学 2019-09-25 Injy Hamed , Moritz Zhu , Mohamed Elmahdy , Slim Abdennadher , Ngoc Thang Vu

Code-switching (CS) is a common linguistic phenomenon exhibited by multilingual individuals, where they tend to alternate between languages within one single conversation. CS is a complex phenomenon that not only encompasses linguistic…

计算与语言 · 计算机科学 2022-08-02 Injy Hamed , Alia El Bolock , 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…

计算与语言 · 计算机科学 2022-10-12 Thamme Gowda , Mozhdeh Gheini , Jonathan May

Wide usage of social media platforms has increased the risk of aggression, which results in mental stress and affects the lives of people negatively like psychological agony, fighting behavior, and disrespect to others. Majority of such…

计算与语言 · 计算机科学 2020-01-22 Anant Khandelwal , Niraj Kumar