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The phenomenon of mixing the vocabulary and syntax of multiple languages within the same utterance is called Code-Mixing. This is more evident in multilingual societies. In this paper, we have developed a system for SemEval 2020: Task 9 on…

Computation and Language · Computer Science 2020-10-12 Sunil Gundapu , Radhika Mamidi

Sentiment Analysis typically refers to using natural language processing, text analysis and computational linguistics to extract affect and emotion based information from text data. Our work explores how we can effectively use deep neural…

Computation and Language · Computer Science 2022-02-14 Shahrukh Khan , Mahnoor Shahid

This paper describes the system submitted by Team A to SemEval 2025 Task 11, ``Bridging the Gap in Text-Based Emotion Detection.'' The task involved identifying the perceived emotion of a speaker from text snippets, with each instance…

Computation and Language · Computer Science 2025-02-28 P Sam Sahil , Anupam Jamatia

Code-mixing(CM) is a frequently observed phenomenon that uses multiple languages in an utterance or sentence. CM is mostly practiced on various social media platforms and in informal conversations. Sentiment analysis (SA) is a fundamental…

Computation and Language · Computer Science 2021-01-25 Suman Dowlagar , Radhika Mamidi

The problems of online hate speech and cyberbullying have significantly worsened since the increase in popularity of social media platforms such as YouTube and Twitter (X). Natural Language Processing (NLP) techniques have proven to provide…

Computation and Language · Computer Science 2024-03-18 Sargam Yadav , Abhishek Kaushik , Kevin McDaid

Emotion detection is a central problem in NLP, with recent progress driven by transformer-based models trained on established datasets. However, little is known about the linguistic regularities that characterize how emotions are expressed…

Computation and Language · Computer Science 2026-03-24 Florian Lecourt , Madalina Croitoru , Konstantin Todorov

The widespread adoption of automatic sentiment and emotion classifiers makes it important to ensure that these tools perform reliably across different populations. Yet their reliability is typically assessed using benchmarks that rely on…

Computation and Language · Computer Science 2026-01-09 Ivan Smirnov , Segun T. Aroyehun , Paul Plener , David Garcia

Intent detection is an essential component of task oriented dialogue systems. Over the years, extensive research has been conducted resulting in many state of the art models directed towards resolving user's intents in dialogue. A variety…

Computation and Language · Computer Science 2018-12-10 Pratik Jayarao , Aman Srivastava

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

Emotional speech synthesis aims to synthesize human voices with various emotional effects. The current studies are mostly focused on imitating an averaged style belonging to a specific emotion type. In this paper, we seek to generate speech…

Computation and Language · Computer Science 2023-01-02 Kun Zhou , Berrak Sisman , Rajib Rana , B. W. Schuller , Haizhou Li

Emotion classification in text is a challenging task due to the processes involved when interpreting a textual description of a potential emotion stimulus. In addition, the set of emotion categories is highly domain-specific. For instance,…

Computation and Language · Computer Science 2024-03-08 Patrick Bareiß , Roman Klinger , Jeremy Barnes

In this study, we explore the application of transformer-based models for emotion classification on text data. We train and evaluate several pre-trained transformer models, on the Emotion dataset using different variants of transformers.…

Computation and Language · Computer Science 2024-07-30 Mahdi Rezapour

Emotions manifest through physical experiences and bodily reactions, yet identifying such embodied emotions in text remains understudied. We present an embodied emotion classification dataset, CHEER-Ekman, extending the existing binary…

Computation and Language · Computer Science 2025-09-26 Phan Anh Duong , Cat Luong , Divyesh Bommana , Tianyu Jiang

A language agnostic approach to recognizing emotions from speech remains an incomplete and challenging task. In this paper, we performed a step-by-step comparative analysis of Speech Emotion Recognition (SER) using Bangla and English…

Computation and Language · Computer Science 2022-05-17 Fardin Saad , Hasan Mahmud , Mohammad Ridwan Kabir , Md. Alamin Shaheen , Paresha Farastu , Md. Kamrul Hasan

Emotion detection techniques have been applied to multiple cases mainly from facial image features and vocal audio features, of which the latter aspect is disputed yet not only due to the complexity of speech audio processing but also the…

Sound · Computer Science 2025-01-22 Qianhe Ouyang

Online social media users react to content in them based on context. Emotions or mood play a significant part of these reactions, which has filled these platforms with opinionated content. Different approaches and applications to make…

Computation and Language · Computer Science 2018-05-18 Po Chen Kuo , Fernando H. Calderon Alvarado , Yi-Shin Chen

Detecting emotions in languages is important to accomplish a complete interaction between humans and machines. This paper describes our contribution to the WASSA 2022 shared task which handles this crucial task of emotion detection. We have…

Computation and Language · Computer Science 2022-04-12 Aditya Kane , Shantanu Patankar , Sahil Khose , Neeraja Kirtane

Online gender based violence has grown concomitantly with adoption of the internet and social media. Its effects are worse in the Global majority where many users use social media in languages other than English. The scale and volume of…

Human use language not just to convey information but also to express their inner feelings and mental states. In this work, we adapt the state-of-the-art language generation models to generate affective (emotional) text. We posit a model…

Computation and Language · Computer Science 2020-11-10 Ishika Singh , Ahsan Barkati , Tushar Goswamy , Ashutosh Modi

The objective of this paper is to predict (A) whether a sentence in a written text expresses an emotion, (B) the mode(s) in which it is expressed, (C) whether it is basic or complex, and (D) its emotional category. One of our major…

Computation and Language · Computer Science 2024-05-24 Aline Étienne , Delphine Battistelli , Gwénolé Lecorvé