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Recently, numerous approaches have emerged in the social sciences to exploit the opportunities made possible by the vast amounts of data generated by online social networks (OSNs). Having access to information about users on such a scale…

This study aimed to investigate the influence of the presence of informal language, such as emoticons and slang, on the performance of sentiment analysis models applied to social media text. A convolutional neural network (CNN) model was…

Computation and Language · Computer Science 2023-01-31 Aadil Gani Ganie

Our usage of language is not solely reliant on cognition but is arguably determined by myriad external factors leading to a global variability of linguistic patterns. This issue, which lies at the core of sociolinguistics and is backed by…

Computation and Language · Computer Science 2018-04-05 Jacob Levy Abitbol , Márton Karsai , Jean-Philippe Magué , Jean-Pierre Chevrot , Eric Fleury

Computational models for sarcasm detection have often relied on the content of utterances in isolation. However, speaker's sarcastic intent is not always obvious without additional context. Focusing on social media discussions, we…

Computation and Language · Computer Science 2017-07-21 Debanjan Ghosh , Alexander Richard Fabbri , Smaranda Muresan

Large Language Models (LLMs) have demonstrated impressive performance across various tasks, including sentiment analysis. However, data quality--particularly when sourced from social media--can significantly impact their accuracy. This…

Computation and Language · Computer Science 2025-04-09 Naman Bhargava , Mohammed I. Radaideh , O Hwang Kwon , Aditi Verma , Majdi I. Radaideh

Users in Online Social Networks (OSN) leaves traces that reflect their personality characteristics. The study of these traces is important for a number of fields, such as a social science, psychology, OSN, marketing, and others. Despite a…

Social and Information Networks · Computer Science 2020-09-24 Dimitra Karanatsiou , Pavlos Sermpezis , Jon Gruda , Konstantinos Kafetsios , Ilias Dimitriadis , Athena Vakali

Computational models for sarcasm detection have often relied on the content of utterances in isolation. However, the speaker's sarcastic intent is not always apparent without additional context. Focusing on social media discussions, we…

Computation and Language · Computer Science 2018-08-29 Debanjan Ghosh , Alexander R. Fabbri , Smaranda Muresan

With the rapid growth of social media usage, a common trend has emerged where users often make sarcastic comments on posts. While sarcasm can sometimes be harmless, it can blur the line with cyberbullying, especially when used in negative…

Social and Information Networks · Computer Science 2024-11-01 Pinky Pamecha , Chaitya Shah , Divyam Jain , Kashish Gandhi , Kiran Bhowmick , Meera Narvekar

The role of predicting sarcasm in the text is known as automatic sarcasm detection. Given the prevalence and challenges of sarcasm in sentiment-bearing text, this is a critical phase in most sentiment analysis tasks. With the increasing…

Computation and Language · Computer Science 2021-08-04 Bashar Talafha , Muhy Eddin Za'ter , Samer Suleiman , Mahmoud Al-Ayyoub , Mohammed N. Al-Kabi

Social media features substantial stylistic variation, raising new challenges for syntactic analysis of online writing. However, this variation is often aligned with author attributes such as age, gender, and geography, as well as more…

Computation and Language · Computer Science 2018-04-23 Murali Raghu Babu Balusu , Taha Merghani , Jacob Eisenstein

Sarcasm is the use of words usually used to either mock or annoy someone, or for humorous purposes. Sarcasm is largely used in social networks and microblogging websites, where people mock or censure in a way that makes it difficult even…

Computation and Language · Computer Science 2023-02-07 Alif Tri Handoyo , Hidayaturrahman , Derwin Suhartono

Sarcasm detection is a key task for many natural language processing tasks. In sentiment analysis, for example, sarcasm can flip the polarity of an "apparently positive" sentence and, hence, negatively affect polarity detection performance.…

Computation and Language · Computer Science 2017-07-28 Soujanya Poria , Erik Cambria , Devamanyu Hazarika , Prateek Vij

Language change is a complex social phenomenon, revealing pathways of communication and sociocultural influence. But, while language change has long been a topic of study in sociolinguistics, traditional linguistic research methods rely on…

Computation and Language · Computer Science 2016-09-08 Rahul Goel , Sandeep Soni , Naman Goyal , John Paparrizos , Hanna Wallach , Fernando Diaz , Jacob Eisenstein

Many online comments on social media platforms are hateful, humorous, or sarcastic. The sarcastic nature of these comments (especially the short ones) alters their actual implied sentiments, which leads to misinterpretations by the existing…

Computation and Language · Computer Science 2021-04-21 Prakamya Mishra , Saroj Kaushik , Kuntal Dey

Sarcasm is a sophisticated speech act which commonly manifests on social communities such as Twitter and Reddit. The prevalence of sarcasm on the social web is highly disruptive to opinion mining systems due to not only its tendency of…

Computation and Language · Computer Science 2018-05-09 Yi Tay , Luu Anh Tuan , Siu Cheung Hui , Jian Su

The social connections people form online affect the quality of information they receive and their online experience. Although a host of socioeconomic and cognitive factors were implicated in the formation of offline social ties, few of…

Computers and Society · Computer Science 2016-03-11 Kristina Lerman , Megha Arora , Luciano Gallegos , Ponnurangam Kumaraguru , David Garcia

The discovery of influential entities in all kinds of networks (e.g. social, digital, or computer) has always been an important field of study. In recent years, Online Social Networks (OSNs) have been established as a basic means of…

Information Retrieval · Computer Science 2018-10-05 Gerasimos Razis , Ioannis Anagnostopoulos , Sherali Zeadally

Sarcasm is a peculiar form of sentiment expression, where the surface sentiment differs from the implied sentiment. The detection of sarcasm in social media platforms has been applied in the past mainly to textual utterances where lexical…

Computer Vision and Pattern Recognition · Computer Science 2016-08-09 Rossano Schifanella , Paloma de Juan , Joel Tetreault , Liangliang Cao

To date, much research has been conducted on the positive and negative effects of online social networking (OSN). However, how users perceive others and themselves being subject to these effects and the consequences of users' perceptions…

Computers and Society · Computer Science 2016-06-07 Alireza Heravi , Sameera Mubarak , Kim-Kwang Raymond Choo

Sarcasm is a form of figurative language that serves as a humorous tool for mockery and ridicule. We present a novel architecture for sarcasm generation with emoji from a non-sarcastic input sentence in English. We divide the generation…

Computation and Language · Computer Science 2023-06-19 Faria Binte Kader , Nafisa Hossain Nujat , Tasmia Binte Sogir , Mohsinul Kabir , Hasan Mahmud , Kamrul Hasan
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