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Human emotion recognition is an active research area in artificial intelligence and has made substantial progress over the past few years. Many recent works mainly focus on facial regions to infer human affection, while the surrounding…

Computer Vision and Pattern Recognition · Computer Science 2021-11-09 Nhat Le , Khanh Nguyen , Anh Nguyen , Bac Le

This paper examines the task of detecting intensity of emotion from text. We create the first datasets of tweets annotated for anger, fear, joy, and sadness intensities. We use a technique called best--worst scaling (BWS) that improves…

Computation and Language · Computer Science 2017-08-15 Saif M. Mohammad , Felipe Bravo-Marquez

The paper describes BIRAFFE2 data set, which is a result of an affective computing experiment conducted between 2019 and 2020, that aimed to develop computer models for classification and recognition of emotion. Such work is important to…

Human-Computer Interaction · Computer Science 2020-11-11 Krzysztof Kutt , Dominika Drążyk , Maciej Szelążek , Szymon Bobek , Grzegorz J. Nalepa

The increasing availability of affect-rich multimedia resources has bolstered interest in understanding sentiment and emotions in and from visual content. Adjective-noun pairs (ANP) are a popular mid-level semantic construct for capturing…

Computer Vision and Pattern Recognition · Computer Science 2017-08-22 Delia Fernandez , Alejandro Woodward , Victor Campos , Xavier Giro-i-Nieto , Brendan Jou , Shih-Fu Chang

Generating emotionally appropriate responses in conversations with large language models presents a significant challenge due to the complexities of human emotions and cognitive processes, which remain largely underexplored in their…

Computation and Language · Computer Science 2024-10-21 June M. Liu , He Cao , Renliang Sun , Rui Wang , Yu Li , Jiaxing Zhang

Social Networks allow users to self-present by sharing personal contents with others which may add comments. Recent studies highlighted how the emotions expressed in a post affect others' posts, eliciting a congruent emotion. So far, no…

Social and Information Networks · Computer Science 2016-07-26 Andrea Guazzini , Elisa Guidi , Cristina Cecchini , Monica Milani , Daniele Vilone , Patrizia Meringolo

One of the most significant issues as attended a lot in recent years is that of recognizing the sentiments and emotions in social media texts. The analysis of sentiments and emotions is intended to recognize the conceptual information such…

Machine Learning · Computer Science 2025-03-27 Bahareh Golchin , Noushin Riahi

For a computer to naturally interact with a human, it needs to be human-like. In this paper, we propose a neural response generation model with multi-task learning of generation and classification, focusing on emotion. Our model based on…

Computation and Language · Computer Science 2021-05-26 Tatsuya Ide , Daisuke Kawahara

Human emotions unfold over time, and more affective computing research has to prioritize capturing this crucial component of real-world affect. Modeling dynamic emotional stimuli requires solving the twin challenges of time-series modeling…

Computer Vision and Pattern Recognition · Computer Science 2020-08-03 Desmond C. Ong , Zhengxuan Wu , Tan Zhi-Xuan , Marianne Reddan , Isabella Kahhale , Alison Mattek , Jamil Zaki

Memes are a popular form of communicating trends and ideas in social media and on the internet in general, combining the modalities of images and text. They can express humor and sarcasm but can also have offensive content. Analyzing and…

Social media is increasingly used by humans to express their feelings and opinions in the form of short text messages. Detecting sentiments in the text has a wide range of applications including identifying anxiety or depression of…

Computation and Language · Computer Science 2018-07-23 Shaunak Joshi , Deepali Deshpande

This research investigates how people engage with data visualizations when commenting on the social platform Reddit. There has been considerable research on collaborative sensemaking with visualizations and the personal relation of people…

Human-Computer Interaction · Computer Science 2021-03-18 Tobias Kauer , Arran Ridley , Marian Dörk , Benjamin Bach

Applications of an efficient emotion recognition system can be found in several domains such as medicine, driver fatigue surveillance, social robotics, and human-computer interaction. Appraising human emotional states, behaviors, and…

Computer Vision and Pattern Recognition · Computer Science 2024-03-26 Savinay Nagendra , Prapti Panigrahi

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

Social media are pervasive in our life, making it necessary to ensure safe online experiences by detecting and removing offensive and hate speech. In this work, we report our submission to the Offensive Language and hate-speech Detection…

Computation and Language · Computer Science 2020-06-03 AbdelRahim Elmadany , Chiyu Zhang , Muhammad Abdul-Mageed , Azadeh Hashemi

Emotion recognition or emotion prediction is a higher approach or a special case of sentiment analysis. In this task, the result is not produced in terms of either polarity: positive or negative or in the form of rating (from 1 to 5) but of…

In this article, we present the first in depth linguistic study of human feelings. While there has been substantial research on incorporating some affective categories into linguistic analysis (e.g. sentiment, and to a lesser extent,…

Computation and Language · Computer Science 2018-11-07 Advaith Siddharthan , Nicolas Cherbuin , Paul J. Eslinger , Kasia Kozlowska , Nora A. Murphy , Leroy Lowe

Recognizing emotions during social interactions has many potential applications with the popularization of low-cost mobile sensors, but a challenge remains with the lack of naturalistic affective interaction data. Most existing emotion…

Human-Computer Interaction · Computer Science 2020-09-15 Cheul Young Park , Narae Cha , Soowon Kang , Auk Kim , Ahsan Habib Khandoker , Leontios Hadjileontiadis , Alice Oh , Yong Jeong , Uichin Lee

During crises, social media serves as a crucial coordination tool, but the vast influx of posts--from "actionable" requests and offers to generic content like emotional support, behavioural guidance, or outdated information--complicates…

Computation and Language · Computer Science 2025-02-25 Rabindra Lamsal , Maria Rodriguez Read , Shanika Karunasekera , Muhammad Imran

When training data are collected from human annotators, the design of the annotation instrument, the instructions given to annotators, the characteristics of the annotators, and their interactions can impact training data. This study…

Machine Learning · Statistics 2024-01-23 Christoph Kern , Stephanie Eckman , Jacob Beck , Rob Chew , Bolei Ma , Frauke Kreuter
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