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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

Sentiment analysis is essential in many real-world applications such as stance detection, review analysis, recommendation system, and so on. Sentiment analysis becomes more difficult when the data is noisy and collected from social media.…

Computation and Language · Computer Science 2018-03-20 Braja Gopal Patra , Dipankar Das , Amitava Das

Sentiment Analysis for Indian Languages (SAIL)-Code Mixed tools contest aimed at identifying the sentence level sentiment polarity of the code-mixed dataset of Indian languages pairs (Hi-En, Ben-Hi-En). Hi-En dataset is henceforth referred…

Computation and Language · Computer Science 2018-08-13 Pruthwik Mishra , Prathyusha Danda , Pranav Dhakras

Sentiment Analysis is the process of deciphering what a sentence emotes and classifying them as either positive, negative, or neutral. In recent times, India has seen a huge influx in the number of active social media users and this has led…

Computation and Language · Computer Science 2020-09-07 Subhra Jyoti Baroi , Nivedita Singh , Ringki Das , Thoudam Doren Singh

We explore the task of sentiment analysis on Hinglish (code-mixed Hindi-English) tweets as participants of Task 9 of the SemEval-2020 competition, known as the SentiMix task. We had two main approaches: 1) applying transfer learning by…

Computation and Language · Computer Science 2020-08-05 Vinay Gopalan , Mark Hopkins

Sentiment analysis has been an active area of research in the past two decades and recently, with the advent of social media, there has been an increasing demand for sentiment analysis on social media texts. Since the social media texts are…

Computation and Language · Computer Science 2020-10-21 Sainik Kumar Mahata , Dipankar Das , Sivaji Bandyopadhyay

In today's interconnected and multilingual world, code-mixing of languages on social media is a common occurrence. While many Natural Language Processing (NLP) tasks like sentiment analysis are mature and well designed for monolingual text,…

Computation and Language · Computer Science 2020-09-01 Laksh Advani , Clement Lu , Suraj Maharjan

Code-mixing is the phenomenon of using multiple languages in the same utterance of a text or speech. It is a frequently used pattern of communication on various platforms such as social media sites, online gaming, product reviews, etc.…

Computation and Language · Computer Science 2020-07-24 Vivek Srivastava , Mayank Singh

Sentiment Analysis is a well-studied field of Natural Language Processing. However, the rapid growth of social media and noisy content within them poses significant challenges in addressing this problem with well-established methods and…

Computation and Language · Computer Science 2020-07-28 Soroush Javdan , Taha Shangipour ataei , Behrouz Minaei-Bidgoli

In this paper, we describe a methodology to predict sentiment in code-mixed tweets (hindi-english). Our team called verissimo.manoel in CodaLab developed an approach based on an ensemble of four models (MultiFiT, BERT, ALBERT, and XLNET).…

Sentiment analysis is a process widely used in opinion mining campaigns conducted today. This phenomenon presents applications in a variety of fields, especially in collecting information related to the attitude or satisfaction of users…

Computation and Language · Computer Science 2020-09-08 George-Eduard Zaharia , George-Alexandru Vlad , Dumitru-Clementin Cercel , Traian Rebedea , Costin-Gabriel Chiru

The widespread availability of code-mixed data can provide valuable insights into low-resource languages like Bengali, which have limited datasets. Sentiment analysis has been a fundamental text classification task across several languages…

Computation and Language · Computer Science 2024-12-11 Sadia Alam , Md Farhan Ishmam , Navid Hasin Alvee , Md Shahnewaz Siddique , Md Azam Hossain , Abu Raihan Mostofa Kamal

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…

Computation and Language · Computer Science 2020-10-16 Shubhanker Banerjee , Arun Jayapal , Sajeetha Thavareesan

Code-switching is a phenomenon in which two or more languages are used in the same message. Nowadays, it is quite common to find messages with languages mixed in social media. This phenomenon presents a challenge for sentiment analysis. In…

Computation and Language · Computer Science 2020-09-09 Jason Angel , Segun Taofeek Aroyehun , Antonio Tamayo , Alexander Gelbukh

Problems involving code-mixed language are often plagued by a lack of resources and an absence of materials to perform sophisticated transfer learning with. In this paper we describe our submission to the Sentimix Hindi-English task…

Computation and Language · Computer Science 2020-07-24 Aditya Srivastava , V. Harsha Vardhan

Sentiment Analysis and other semantic tasks are commonly used for social media textual analysis to gauge public opinion and make sense from the noise on social media. The language used on social media not only commonly diverges from the…

Computation and Language · Computer Science 2019-06-19 Anirudh Dahiya , Neeraj Battan , Manish Shrivastava , Dipti Mishra Sharma

This paper presents Centre for Development of Advanced Computing Mumbai's (CDACM) submission to the NLP Tools Contest on Part-Of-Speech (POS) Tagging For Code-mixed Indian Social Media Text (POSCMISMT) 2015 (collocated with ICON 2015). We…

Computation and Language · Computer Science 2016-11-01 Prakash B. Pimpale , Raj Nath Patel

Code mixing is a common phenomena in multilingual societies where people switch from one language to another for various reasons. Recent advances in public communication over different social media sites have led to an increase in the…

Computation and Language · Computer Science 2020-08-05 Koustava Goswami , Priya Rani , Bharathi Raja Chakravarthi , Theodorus Fransen , John P. McCrae

This paper describes the participation of LIMSI UPV team in SemEval-2020 Task 9: Sentiment Analysis for Code-Mixed Social Media Text. The proposed approach competed in SentiMix Hindi-English subtask, that addresses the problem of predicting…

Computation and Language · Computer Science 2020-09-01 Somnath Banerjee , Sahar Ghannay , Sophie Rosset , Anne Vilnat , Paolo Rosso

It is fairly common to use code-mixing on a social media platform to express opinions and emotions in multilingual societies. The purpose of this task is to detect the sentiment of code-mixed social media text. Code-mixed text poses a great…

Computation and Language · Computer Science 2020-10-13 Jun Kong , Jin Wang , Xuejie Zhang
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