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This paper describes EmoRAG, a system designed to detect perceived emotions in text for SemEval-2025 Task 11, Subtask A: Multi-label Emotion Detection. We focus on predicting the perceived emotions of the speaker from a given text snippet,…

Computation and Language · Computer Science 2025-06-06 Lev Morozov , Aleksandr Mogilevskii , Alexander Shirnin

We present a new large-scale emotion-labeled symbolic music dataset consisting of 12k MIDI songs. To create this dataset, we first trained emotion classification models on the GoEmotions dataset, achieving state-of-the-art results with a…

Audio and Speech Processing · Electrical Eng. & Systems 2023-07-28 Serkan Sulun , Pedro Oliveira , Paula Viana

Recently, there has been a growing interest in the use of deep learning techniques for tasks in natural language processing (NLP), with sentiment analysis being one of the most challenging areas, particularly in the Persian language. The…

Computation and Language · Computer Science 2024-03-19 Mohammad Heydari , Mohsen Khazeni , Mohammad Ali Soltanshahi

Targeted Sentiment Analysis aims to extract sentiment towards a particular target from a given text. It is a field that is attracting attention due to the increasing accessibility of the Internet, which leads people to generate an enormous…

Computation and Language · Computer Science 2022-05-10 M. Melih Mutlu , Arzucan Özgür

The ever-evolving social media discourse has witnessed an overwhelming use of memes to express opinions or dissent. Besides being misused for spreading malcontent, they are mined by corporations and political parties to glean the public's…

Computers and Society · Computer Science 2024-03-18 Shivam Sharma , Ramaneswaran S , Md. Shad Akhtar , Tanmoy Chakraborty

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

In the era of pervasive internet use and the dominance of social networks, researchers face significant challenges in Persian text mining including the scarcity of adequate datasets in Persian and the inefficiency of existing language…

Computation and Language · Computer Science 2025-02-04 Farid Ariai , Maryam Tayefeh Mahmoudi , Ali Moeini

Emotion artificial intelligence is a field of study that focuses on figuring out how to recognize emotions, especially in the area of text mining. Today is the age of social media which has opened a door for us to share our individual…

Human-Computer Interaction · Computer Science 2024-12-10 Sultan Ahmed , Salman Rakin , Mohammad Washeef Ibn Waliur , Nuzhat Binte Islam , Billal Hossain , Md. Mostofa Akbar

This paper proposes a feature-based domain adaptation technique for identifying emotions in generic images, encompassing both facial and non-facial objects, as well as non-human components. This approach addresses the challenge of the…

Computer Vision and Pattern Recognition · Computer Science 2025-02-19 Puneet Kumar , Balasubramanian Raman

Estimating the intensity of emotion has gained significance as modern textual inputs in potential applications like social media, e-retail markets, psychology, advertisements etc., carry a lot of emotions, feelings, expressions along with…

Information Retrieval · Computer Science 2019-04-02 Subba Reddy Oota , Adithya Avvaru , Mounika Marreddy , Radhika Mamidi

Social media reflects the public attitudes towards specific events. Events are often related to persons, locations or organizations, the so-called Named Entities. This can define Named Entities as sentiment-bearing components. In this…

Computation and Language · Computer Science 2019-04-24 Hala Mulki , Hatem Haddad , Mourad Gridach , Ismail Babaoglu

Emotion recognition has received considerable attention from the Computer Vision community in the last 20 years. However, most of the research focused on analyzing the six basic emotions (e.g. joy, anger, surprise), with a limited work…

Computer Vision and Pattern Recognition · Computer Science 2022-09-13 Mina Bishay , Jay Turcot , Graham Page , Mohammad Mavadati

Social media (SM) platforms (e.g. Facebook, Twitter, and Reddit) are increasingly leveraged to share opinions and emotions, specifically during challenging events, such as natural disasters, pandemics, and political elections, and joyful…

Computation and Language · Computer Science 2025-12-30 Sameer Sitoula , Tej Bahadur Shahi , Laxmi Prasad Bhatt , Anisha Pokhrel , Arjun Neupane

Internet memes are a central element of online culture, blending images and text. While substantial research has focused on either the visual or textual components of memes, little attention has been given to their interplay. This gap…

Computer Vision and Pattern Recognition · Computer Science 2026-02-03 Aidos Konyspay , Pakizar Shamoi , Malika Ziyada , Zhusup Smambayev

Emotion plays a key role in many applications like healthcare, to gather patients emotional behavior. There are certain emotions which are given more importance due to their effectiveness in understanding human feelings. In this paper, we…

Human-Computer Interaction · Computer Science 2020-01-09 Anup Anand Deshmukh , Catherine Soladie , Renaud Seguier

Emotion prediction is a key emerging research area that focuses on identifying and forecasting the emotional state of a human from multiple modalities. Among other data sources, physiological data can serve as an indicator for emotions with…

Machine Learning · Computer Science 2022-01-19 Maryam Khalid , Emily Willis

Emotion Recognition in Conversation (ERC) is critical for enabling natural human-machine interactions. However, existing methods predominantly employ categorical or dimensional emotion annotations, which often fail to adequately represent…

Computation and Language · Computer Science 2026-03-10 Yoshiki Tanaka , Ryuichi Uehara , Koji Inoue , Michimasa Inaba

We introduce XED, a multilingual fine-grained emotion dataset. The dataset consists of human-annotated Finnish (25k) and English sentences (30k), as well as projected annotations for 30 additional languages, providing new resources for many…

Computation and Language · Computer Science 2020-11-09 Emily Öhman , Marc Pàmies , Kaisla Kajava , Jörg Tiedemann

Emotion detection from the text is an important and challenging problem in text analytics. The opinion-mining experts are focusing on the development of emotion detection applications as they have received considerable attention of online…

Sentiment analysis, the automated process of determining emotions or opinions expressed in text, has seen extensive exploration in the field of natural language processing. However, one aspect that has remained underrepresented is the…

Computation and Language · Computer Science 2024-09-16 Mouad Jbel , Mourad Jabrane , Imad Hafidi , Abdulmutallib Metrane
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