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Emoji have grown to become one of the most important forms of communication on the web. With its widespread use, measuring the similarity of emoji has become an important problem for contemporary text processing since it lies at the heart…

Computation and Language · Computer Science 2017-07-18 Sanjaya Wijeratne , Lakshika Balasuriya , Amit Sheth , Derek Doran

There is a new generation of emoticons, called emojis, that is increasingly being used in mobile communications and social media. In the past two years, over ten billion emojis were used on Twitter. Emojis are Unicode graphic symbols, used…

Computation and Language · Computer Science 2015-12-09 Petra Kralj Novak , Jasmina Smailović , Borut Sluban , Igor Mozetič

Sentiment tasks such as hate speech detection and sentiment analysis, especially when performed on languages other than English, are often low-resource. In this study, we exploit the emotional information encoded in emojis to enhance the…

Computation and Language · Computer Science 2021-02-15 Susann Boy , Dana Ruiter , Dietrich Klakow

Sentiment analysis methods have become popular for investigating human communication, including discussions related to software projects. Since general-purpose sentiment analysis tools do not fit well with the information exchanged by…

Software Engineering · Computer Science 2021-04-22 Nicole Novielli , Fabio Calefato , Filippo Lanubile , Alexander Serebrenik

Emotions at work have long been identified as critical signals of work motivations, status, and attitudes, and as predictors of various work-related outcomes. When more and more employees work remotely, these emotional signals of workers…

Machine Learning · Computer Science 2022-01-28 Xuan Lu , Wei Ai , Zhenpeng Chen , Yanbin Cao , Qiaozhu Mei

Emojis are a succinct form of language which can express concrete meanings, emotions, and intentions. Emojis also carry signals that can be used to better understand communicative intent. They have become a ubiquitous part of our daily…

Computation and Language · Computer Science 2020-07-16 Weicheng Ma , Ruibo Liu , Lili Wang , Soroush Vosoughi

Given the growing ubiquity of emojis in language, there is a need for methods and resources that shed light on their meaning and communicative role. One conspicuous aspect of emojis is their use to convey affect in ways that may otherwise…

Computation and Language · Computer Science 2020-05-05 Abu Shoeb , Gerard de Melo

This paper describes our system that has been submitted to SemEval-2018 Task 1: Affect in Tweets (AIT) to solve five subtasks. We focus on modeling both sentence and word level representations of emotion inside texts through large distantly…

Computation and Language · Computer Science 2018-04-24 Ji Ho Park , Peng Xu , Pascale Fung

Nowadays, the automatic detection of emotions is employed by many applications in different fields like security informatics, e-learning, humor detection, targeted advertising, etc. Many of these applications focus on social media and treat…

Computation and Language · Computer Science 2019-02-27 Wegdan Hussien , Mahmoud Al-Ayyoub , Yahya Tashtoush , Mohammed Al-Kabi

In the absence of nonverbal cues during messaging communication, users express part of their emotions using emojis. Thus, having emojis in the vocabulary of text messaging language models can significantly improve many natural language…

Computation and Language · Computer Science 2022-09-21 Moeen Mostafavi , Mahsa Pahlavikhah Varnosfaderani , Fateme Nikseresht , Seyed Ahmad Mansouri

Most social media platforms are largely based on text, and users often write posts to describe where they are, what they are seeing, and how they are feeling. Because written text lacks the emotional cues of spoken and face-to-face…

Computation and Language · Computer Science 2017-09-18 Fred Morstatter , Kai Shu , Suhang Wang , Huan Liu

Emojis and emoticons serve as non-verbal cues and are increasingly prevalent across various platforms, including Modern Code Review. These cues often carry emotive or instructive weight for developers. Our study dives into the utility of…

Software Engineering · Computer Science 2024-08-28 Sharif Ahmed , Nasir U. Eisty

This study explores the intricate relationship between sentiment analysis (SA) and code quality within machine learning (ML) projects, illustrating how the emotional dynamics of developers affect the technical and functional attributes of…

Software Engineering · Computer Science 2024-09-27 Md Shoaib Ahmed , Dongyoung Park , Nasir U. Eisty

Emojis are widely used in online financial communication, but it is unclear whether they provide transferable sentiment signals across languages, platforms, and asset communities. This study examines the extent to which emoji usage,…

Computation and Language · Computer Science 2026-05-12 Ahmed Mahrous , Roberto Di Pietro

Usage of emoji in social media platforms has seen a rapid increase over the last few years. Majority of the social media posts are laden with emoji and users often use more than one emoji in a single social media post to express their…

Social and Information Networks · Computer Science 2018-06-21 Anurag Illendula , Manish Reddy Yedulla

Background: Using sentiment analysis to study software developers' behavior comes with challenges such as the presence of a large amount of technical discussion unlikely to express any positive or negative sentiment. However, emoticons…

Software Engineering · Computer Science 2018-10-10 Maëlick Claes , Mika Mäntylä , Umar Farooq

Social media, as a means for computer-mediated communication, has been extensively used to study the sentiment expressed by users around events or topics. There is however a gap in the longitudinal study of how sentiment evolved in social…

Social and Information Networks · Computer Science 2025-03-25 Wenjie Yin , Rabab Alkhalifa , Arkaitz Zubiaga

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

Sentiment analysis of social media data consists of attitudes, assessments, and emotions which can be considered a way human think. Understanding and classifying the large collection of documents into positive and negative aspects are a…

Computation and Language · Computer Science 2020-07-16 Aditya Sharma , Alex Daniels

Social media platforms are becoming the foundations of social interactions including messaging and opinion expression. In this regard, Sentiment Analysis techniques focus on providing solutions to ensure the retrieval and analysis of…

Machine Learning · Computer Science 2025-03-14 Bousselham El Haddaoui , Raddouane Chiheb , Rdouan Faizi , Abdellatif El Afia