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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…

计算与语言 · 计算机科学 2018-04-24 Ji Ho Park , Peng Xu , Pascale Fung

The frequent use of Emojis on social media platforms has created a new form of multimodal social interaction. Developing methods for the study and representation of emoji semantics helps to improve future multimodal communication systems.…

计算与语言 · 计算机科学 2018-05-03 Francesco Barbieri , Luis Marujo , Pradeep Karuturi , William Brendel , Horacio Saggion

We propose a novel approach to multimodal sentiment analysis using deep neural networks combining visual analysis and natural language processing. Our goal is different than the standard sentiment analysis goal of predicting whether a…

机器学习 · 统计学 2018-05-28 Anthony Hu , Seth Flaxman

Emoji reactions are a frequently used feature of messaging platforms, yet their communicative role remains understudied. Prior work on emojis has focused predominantly on in-text usage, showing that emojis embedded in messages tend to…

人机交互 · 计算机科学 2025-12-22 Serena Tardelli , Lorenzo Alvisi , Lorenzo Cima , Stefano Cresci , Maurizio Tesconi

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…

机器学习 · 计算机科学 2025-03-27 Bahareh Golchin , Noushin Riahi

The significance of emotion detection is increasing in education, entertainment, and various other domains. We are developing a system that can identify and transform facial expressions into emojis to provide immediate feedback.The project…

计算机视觉与模式识别 · 计算机科学 2024-07-08 Abhilash Khuntia , Shubham Kale

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…

信息检索 · 计算机科学 2019-04-02 Subba Reddy Oota , Adithya Avvaru , Mounika Marreddy , Radhika Mamidi

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…

人机交互 · 计算机科学 2018-04-27 Zhenpeng Chen , Xuan Lu , Wei Ai , Huoran Li , Qiaozhu Mei , Xuanzhe Liu

Most emotion recognition methods tackle the emotion understanding task by considering individual emotion independently while ignoring their fuzziness nature and the interconnections among them. In this paper, we explore how emotion…

计算与语言 · 计算机科学 2020-08-24 Peng Xu , Zihan Liu , Genta Indra Winata , Zhaojiang Lin , Pascale Fung

Personality detection from text is commonly performed by analysing users' social media posts. However, existing methods heavily rely on large-scale annotated datasets, making it challenging to obtain high-quality personality labels.…

计算与语言 · 计算机科学 2025-09-03 Lingzhi Shen , Xiaohao Cai , Yunfei Long , Imran Razzak , Guanming Chen , Shoaib Jameel

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…

软件工程 · 计算机科学 2024-08-28 Sharif Ahmed , Nasir U. Eisty

In this paper, we propose a two-layered multi-task attention based neural network that performs sentiment analysis through emotion analysis. The proposed approach is based on Bidirectional Long Short-Term Memory and uses Distributional…

计算与语言 · 计算机科学 2019-12-02 Abhishek Kumar , Asif Ekbal , Daisuke Kawahra , Sadao Kurohashi

Emoji is an essential component in dialogues which has been broadly utilized on almost all social platforms. It could express more delicate feelings beyond plain texts and thus smooth the communications between users, making dialogue…

计算与语言 · 计算机科学 2016-12-15 Ruobing Xie , Zhiyuan Liu , Rui Yan , Maosong Sun

Emotion analysis has been attracting researchers' attention. Most previous works in the artificial intelligence field focus on recognizing emotion rather than mining the reason why emotions are not or wrongly recognized. Correlation among…

计算与语言 · 计算机科学 2020-07-29 Xinzhi Wang , Luyao Kou , Vijayan Sugumaran , Xiangfeng Luo , Hui Zhang

In this paper, we address the problem of detection, classification and quantification of emotions of text in any form. We consider English text collected from social media like Twitter, which can provide information having utility in a…

社会与信息网络 · 计算机科学 2019-06-13 Bharat Gaind , Varun Syal , Sneha Padgalwar

This project explores emoji prediction from short text sequences using four deep learning architectures: a feed-forward network, CNN, transformer, and BERT. Using the TweetEval dataset, we address class imbalance through focal loss and…

计算与语言 · 计算机科学 2025-08-15 Ethan Gordon , Nishank Kuppa , Rigved Tummala , Sriram Anasuri

Emoticons (e.g., :) and :( ) have been widely used in sentiment analysis and other NLP tasks as features to ma- chine learning algorithms or as entries of sentiment lexicons. In this paper, we argue that while emoticons are strong and…

计算与语言 · 计算机科学 2015-11-17 Hao Wang , Jorge A. Castanon

Emojis have been widely used in textual communications as a new way to convey nonverbal cues. An interesting observation is the various emoji usage patterns among different users. In this paper, we investigate the correlation between user…

社会与信息网络 · 计算机科学 2018-04-17 Weijian Li , Yuxiao Chen , Tianran Hu , Jiebo Luo

It is important for machines to interpret human emotions properly for better human-machine communications, as emotion is an essential part of human-to-human communications. One aspect of emotion is reflected in the language we use. How to…

计算与语言 · 计算机科学 2018-08-23 Ji Ho Park

Social media platforms have become central to modern communication, yet they also harbor offensive content that challenges platform safety and inclusivity. While prior research has primarily focused on textual indicators of offense, the…

计算与语言 · 计算机科学 2025-06-03 Yuhang Zhou , Yimin Xiao , Wei Ai , Ge Gao