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Emojis are ideograms which are naturally combined with plain text to visually complement or condense the meaning of a message. Despite being widely used in social media, their underlying semantics have received little attention from a…

Computation and Language · Computer Science 2017-02-27 Francesco Barbieri , Miguel Ballesteros , Horacio Saggion

Emojis, which encapsulate semantics beyond mere words or phrases, have become prevalent in social network communications. This has spurred increasing scholarly interest in exploring their attributes and functionalities. However,…

Computation and Language · Computer Science 2025-04-08 Yuhang Zhou , Paiheng Xu , Xiyao Wang , Xuan Lu , Ge Gao , Wei Ai

Prosodic features such as pitch, timing, and intonation are central to spoken communication, conveying emotion, intent, and discourse structure. In text-based settings, where these cues are absent, emojis act as visual surrogates that add…

Computation and Language · Computer Science 2025-08-04 Giulio Zhou , Tsz Kin Lam , Alexandra Birch , Barry Haddow

Semantic change detection concerns the task of identifying words whose meaning has changed over time. The current state-of-the-art detects the level of semantic change in a word by comparing its vector representation in two distinct time…

Computation and Language · Computer Science 2020-04-29 Adam Tsakalidis , Maria Liakata

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

Sentiment analysis on large-scale social media data is important to bridge the gaps between social media contents and real world activities including political election prediction, individual and public emotional status monitoring and…

Computation and Language · Computer Science 2018-08-08 Yuxiao Chen , Jianbo Yuan , Quanzeng You , Jiebo Luo

Online writing lacks the non-verbal cues present in face-to-face communication, which provide additional contextual information about the utterance, such as the speaker's intention or affective state. To fill this void, a number of…

Computation and Language · Computer Science 2015-10-30 Umashanthi Pavalanathan , Jacob Eisenstein

Sentiment analysis has various application scenarios in software engineering (SE), such as detecting developers' emotions in commit messages and identifying their opinions on Q&A forums. However, commonly used out-of-the-box sentiment…

Software Engineering · Computer Science 2019-07-05 Zhenpeng Chen , Yanbin Cao , Xuan Lu , Qiaozhu Mei , Xuanzhe Liu

Based on a large data set of emoji using behavior collected from smartphone users over the world, this paper investigates gender-specific usage of emojis. We present various interesting findings that evidence a considerable difference in…

Human-Computer Interaction · Computer Science 2018-04-27 Zhenpeng Chen , Xuan Lu , Wei Ai , Huoran Li , Qiaozhu Mei , Xuanzhe Liu

Emojis have established themselves as a popular means of communication in online messaging. Despite the apparent ubiquity in these image-based tokens, however, interpretation and ambiguity may allow for unique uses of emojis to appear. In…

Computation and Language · Computer Science 2021-06-22 Keenan Jones , Jason R. C. Nurse , Shujun Li

Statistical linguistics has advanced considerably in recent decades as data has become available. This has allowed researchers to study how statistical properties of languages change over time. In this work, we use data from Twitter to…

Social media is recognized as an important source for deriving insights into public opinion dynamics and social impacts due to the vast textual data generated daily and the 'unconstrained' behavior of people interacting on these platforms.…

Computation and Language · Computer Science 2024-10-14 Zeqiang Wang , Jiageng Wu , Yuqi Wang , Wei Wang , Jie Yang , Jon Johnson , Nishanth Sastry , Suparna De

Historical linguists have identified multiple forms of lexical semantic change. We present a three-dimensional framework for integrating these forms and a unified computational methodology for evaluating them concurrently. The dimensions…

Computation and Language · Computer Science 2024-06-11 Naomi Baes , Nick Haslam , Ekaterina Vylomova

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

Emojis have evolved as complementary sources for expressing emotion in social-media platforms where posts are mostly composed of texts and images. In order to increase the expressiveness of the social media posts, users associate relevant…

Computer Vision and Pattern Recognition · Computer Science 2018-08-28 Anurag Illendula , Kv Manohar , Manish Reddy Yedulla

In 2015, the Unicode Consortium introduced five skin tone emoji that can be used in combination with emoji representing human figures and body parts. In this study, use of the skin tone emoji is analyzed geographically in a large sample of…

Computers and Society · Computer Science 2018-05-02 Steven Coats

Emojis have become ubiquitous in online communication, serving as a universal medium to convey emotions and decorative elements. Their widespread use transcends language and cultural barriers, enhancing understanding and fostering more…

Computation and Language · Computer Science 2024-12-24 Rafid Ishrak Jahan , Heng Fan , Haihua Chen , Yunhe Feng

With the explosive growth of social media, opinionated postings with emojis have increased explosively. Many emojis are used to express emotions, attitudes, and opinions. Emoji representation learning can be helpful to improve the…

Computation and Language · Computer Science 2022-05-24 Xiaowei Yuan , Jingyuan Hu , Xiaodan Zhang , Honglei Lv

Emojis have become an integral part of digital communication, enriching text by conveying emotions, tone, and intent. Existing emoji recommendation methods are primarily evaluated based on their ability to match the exact emoji a user…

Computation and Language · Computer Science 2024-09-18 Zhongyi Qiu , Kangyi Qiu , Hanjia Lyu , Wei Xiong , Jiebo Luo

The semantics used for particular terms in an academic field organically evolve over time. Tracking this evolution through inspection of published literature has either been from the perspective of Linguistic scholars or has concentrated…

Information Retrieval · Computer Science 2023-10-20 Hyung Wook Choi , Mat Kelly