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Over the past decade, emoji have emerged as a new and widespread form of digital communication, spanning diverse social networks and spoken languages. We propose to treat these ideograms as a new modality in their own right, distinct in…

Computation and Language · Computer Science 2018-02-05 Spencer Cappallo , Stacey Svetlichnaya , Pierre Garrigues , Thomas Mensink , Cees G. M. Snoek

Memes are widely used for humor and cultural commentary, but they are increasingly exploited to spread hateful content. Due to their multimodal nature, hateful memes often evade traditional text-only or image-only detection systems,…

Computer Vision and Pattern Recognition · Computer Science 2025-04-24 Ali Anaissi , Junaid Akram , Kunal Chaturvedi , Ali Braytee

Emails are one of the most frequently used medium of communication in the present day across multiple domains including industry and educational institutions. Understanding sentiments being expressed in an email could have a considerable…

Human-Computer Interaction · Computer Science 2020-10-15 Akhila Sri Manasa Venigalla , Sridhar Chimalakonda

In the burgeoning realm of cryptocurrency, social media platforms like Twitter have become pivotal in influencing market trends and investor sentiments. In our study, we leverage GPT-4 and a fine-tuned transformer-based BERT model for a…

Computational Finance · Quantitative Finance 2024-05-07 Xiaorui Zuo , Yao-Tsung Chen , Wolfgang Karl Härdle

Notwithstanding several authors have recognised the conceptual key of "politics" as an important component in any Require-ments Engineering (RE) process, practitioners still lack a prag-matic answer on how to deal with the political…

Software Engineering · Computer Science 2017-03-20 Rana Siadati , Paul Wernick , Vito Veneziano

While researchers often study message features like moral content in text, such as party manifestos and social media, their quantification remains a challenge. Conventional human coding struggles with scalability and intercoder reliability.…

Computation and Language · Computer Science 2025-06-04 Zening Duan , Anqi Shao , Yicheng Hu , Heysung Lee , Xining Liao , Yoo Ji Suh , Jisoo Kim , Kai-Cheng Yang , Kaiping Chen , Sijia Yang

Emotion Recognition in Conversations (ERC) is an important and active research area. Recent work has shown the benefits of using multiple modalities (e.g., text, audio, and video) for the ERC task. In a conversation, participants tend to…

Computation and Language · Computer Science 2022-11-08 Harsh Agarwal , Keshav Bansal , Abhinav Joshi , Ashutosh Modi

The sentiment of a given emoji is traditionally calculated by averaging the ratings {-1, 0 or +1} given by various users to a given context where the emoji appears. However, using such formula complicates the statistical significance…

Computation and Language · Computer Science 2018-08-22 Jose Berengueres

Leveraging Large Multimodal Models (LMMs) to simulate human behaviors when processing multimodal information, especially in the context of social media, has garnered immense interest due to its broad potential and far-reaching implications.…

Computer Vision and Pattern Recognition · Computer Science 2024-04-16 Hanjia Lyu , Weihong Qi , Zhongyu Wei , Jiebo Luo

Opinion mining plays a vital role in analysing user feedback and extracting insights from textual data. While most research focuses on sentiment polarity (e.g., positive, negative, neutral), fine-grained emotion classification in app…

Information Retrieval · Computer Science 2025-11-20 Quim Motger , Marc Oriol , Max Tiessler , Xavier Franch , Jordi Marco

Emotions play a significant role in teamwork and collaborative activities like software development. While researchers have analyzed developer emotions in various software artifacts (e.g., issues, pull requests), few studies have focused on…

Software Engineering · Computer Science 2023-11-09 Amirali Sajadi , Kostadin Damevski , Preetha Chatterjee

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

The semantics of emoji has, to date, been considered from a static perspective. We offer the first longitudinal study of how emoji semantics changes over time, applying techniques from computational linguistics to six years of Twitter data.…

Computation and Language · Computer Science 2025-10-07 Alexander Robertson , Farhana Ferdousi Liza , Dong Nguyen , Barbara McGillivray , Scott A. Hale

This paper investigates the factors influencing programmers' adoption of AI-generated JavaScript code recommendations within the context of lightweight, function-level programming tasks. It extends prior research by (1) utilizing objective…

Software Engineering · Computer Science 2026-02-18 Changwen Li , Christoph Treude , Ofir Turel

Sensitive attributes are legally protected characteristics that should not be used to discriminate. Careful steps have been taken to minimize the risk of human bias regarding these fields, such as race and age. Large language models (LLMs)…

Computers and Society · Computer Science 2026-04-14 Anay Agarwalla , Simeon Sayer

Assessing the degree of semantic relatedness between words is an important task with a variety of semantic applications, such as ontology learning for the Semantic Web, semantic search or query expansion. To accomplish this in an automated…

Computation and Language · Computer Science 2017-05-25 Thomas Niebler , Martin Becker , Christian Pölitz , Andreas Hotho

The use of large language models like ChatGPT in code review offers promising efficiency gains but also raises concerns about correctness and safety. Existing evaluation methods for code review generation either rely on automatic…

Software Engineering · Computer Science 2025-12-18 Robert Heumüller , Frank Ortmeier

Skin-toned emojis are crucial for fostering personal identity and social inclusion in online communication. As AI models, particularly Large Language Models (LLMs), increasingly mediate interactions on web platforms, the risk that these…

Social and Information Networks · Computer Science 2026-04-09 Mingchen Li , Wajdi Aljedaani , Yingjie Liu , Navyasri Meka , Xuan Lu , Xinyue Ye , Junhua Ding , Yunhe Feng

Global acceptance of Emojis suggests a cross-cultural, normative use of Emojis. Meanwhile, nuances in Emoji use across cultures may also exist due to linguistic differences in expressing emotions and diversity in conceptualizing topics.…

Computation and Language · Computer Science 2019-04-05 Sharath Chandra Guntuku , Mingyang Li , Louis Tay , Lyle H. Ungar

Motivation: Code understandability is crucial in software development, as developers spend 58% to 70% of their time reading source code. Improving it can improve productivity and reduce maintenance costs. Problem: Experimental studies often…

Software Engineering · Computer Science 2024-11-13 Delano Oliveira , Reydne Santos , Benedito de Oliveira , Martin Monperrus , Fernando Castor , Fernanda Madeiral
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