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Detecting emotion from dialogue is a challenge that has not yet been extensively surveyed. One could consider the emotion of each dialogue turn to be independent, but in this paper, we introduce a hierarchical approach to classify emotion,…

Computation and Language · Computer Science 2019-06-11 Genta Indra Winata , Andrea Madotto , Zhaojiang Lin , Jamin Shin , Yan Xu , Peng Xu , Pascale Fung

In this paper we revisit the problem of automatically identifying hate speech in posts from social media. We approach the task using a system based on minimalistic compositional Recurrent Neural Networks (RNN). We tested our approach on the…

Computation and Language · Computer Science 2019-04-17 Gustavo Henrique Paetzold , Shervin Malmasi , Marcos Zampieri

Human communication includes information, opinions, and reactions. Reactions are often captured by the affective-messages in written as well as verbal communications. While there has been work in affect modeling and to some extent affective…

Computation and Language · Computer Science 2018-05-22 Sopan Khosla , Niyati Chhaya , Kushal Chawla

Multimodal target/aspect sentiment classification combines multimodal sentiment analysis and aspect/target sentiment classification. The goal of the task is to combine vision and language to understand the sentiment towards a target entity…

Computation and Language · Computer Science 2021-08-09 Zaid Khan , Yun Fu

We present Tweet2Vec, a novel method for generating general-purpose vector representation of tweets. The model learns tweet embeddings using character-level CNN-LSTM encoder-decoder. We trained our model on 3 million, randomly selected…

Computation and Language · Computer Science 2016-07-27 Soroush Vosoughi , Prashanth Vijayaraghavan , Deb Roy

Natural language processing (NLP) has been applied to various fields including text classification and sentiment analysis. In the shared task of sentiment analysis of code-mixed tweets, which is a part of the SemEval-2020…

Computation and Language · Computer Science 2021-01-11 Qi Wu , Peng Wang , Chenghao Huang

In social-media platforms such as Twitter, Facebook, and Reddit, people prefer to use code-mixed language such as Spanish-English, Hindi-English to express their opinions. In this paper, we describe different models we used, using the…

Computation and Language · Computer Science 2020-10-13 Abhishek Singh , Surya Pratap Singh Parmar

This paper describes two systems that were used by the authors for addressing Arabic Sentiment Analysis as part of SemEval-2017, task 4. The authors participated in three Arabic related subtasks which are: Subtask A (Message Polarity…

Computation and Language · Computer Science 2017-10-25 Samhaa R. El-Beltagy , Mona El Kalamawy , Abu Bakr Soliman

NLP tasks are often limited by scarcity of manually annotated data. In social media sentiment analysis and related tasks, researchers have therefore used binarized emoticons and specific hashtags as forms of distant supervision. Our paper…

Machine Learning · Statistics 2019-11-19 Bjarke Felbo , Alan Mislove , Anders Søgaard , Iyad Rahwan , Sune Lehmann

The paper describes a transformer-based system designed for SemEval-2023 Task 9: Multilingual Tweet Intimacy Analysis. The purpose of the task was to predict the intimacy of tweets in a range from 1 (not intimate at all) to 5 (very…

Computation and Language · Computer Science 2023-12-19 Anna Glazkova

Despite the increasing research interest in end-to-end learning systems for speech emotion recognition, conventional systems either suffer from the overfitting due in part to the limited training data, or do not explicitly consider the…

Computation and Language · Computer Science 2019-04-01 Zixing Zhang , Bingwen Wu , Bjoern Schuller

Pre-trained language model word representation, such as BERT, have been extremely successful in several Natural Language Processing tasks significantly improving on the state-of-the-art. This can largely be attributed to their ability to…

Computation and Language · Computer Science 2020-08-20 Wah Meng Lim , Harish Tayyar Madabushi

We present a novel neural architecture for the Argument Reasoning Comprehension task of SemEval 2018. It is a simple neural network consisting of three parts, collectively judging whether the logic built on a set of given sentences (a…

Computation and Language · Computer Science 2018-05-21 Taeuk Kim , Jihun Choi , Sang-goo Lee

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

Emotion detection is an important task that can be applied to social media data to discover new knowledge. While the use of deep learning methods for this task has been prevalent, they are black-box models, making their decisions hard to…

Computation and Language · Computer Science 2021-07-13 Olha Kaminska , Chris Cornelis , Veronique Hoste

With the growth of social medias, such as Twitter, plenty of user-generated data emerge daily. The short texts published on Twitter -- the tweets -- have earned significant attention as a rich source of information to guide many…

Artificial Intelligence · Computer Science 2021-06-01 Sérgio Barreto , Ricardo Moura , Jonnathan Carvalho , Aline Paes , Alexandre Plastino

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

Offensive language is pervasive in social media. Individuals frequently take advantage of the perceived anonymity of computer-mediated communication, using this to engage in behavior that many of them would not consider in real life. The…

Computation and Language · Computer Science 2021-04-13 Nikhil Oswal

This paper presents our winning submission to Subtask 2 of SemEval 2024 Task 3 on multimodal emotion cause analysis in conversations. We propose a novel Multimodal Emotion Recognition and Multimodal Emotion Cause Extraction (MER-MCE)…

Computation and Language · Computer Science 2024-04-12 Zebang Cheng , Fuqiang Niu , Yuxiang Lin , Zhi-Qi Cheng , Bowen Zhang , Xiaojiang Peng

In this paper, We present our approach for IEEEBigMM 2020, Grand Challenge (BMGC), Identifying senti-ments from tweets related to the MeToo movement. The modelis based on an ensemble of Convolutional Neural Network,Bidirectional LSTM and a…

Artificial Intelligence · Computer Science 2023-04-24 Rushil Thareja