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The enormous use of sarcastic text in all forms of communication in social media will have a physiological effect on target users. Each user has a different approach to misusing and recognising sarcasm. Sarcasm detection is difficult even…

计算与语言 · 计算机科学 2023-04-19 Swapnil Mane , Vaibhav Khatavkar

Automatic sarcasm detection is a growing field in computer science. Short text messages are increasingly used for communication, especially over social media platforms such as Twitter. Due to insufficient or missing context, unidentified…

计算与语言 · 计算机科学 2022-02-08 Bleau Moores , Vijay Mago

Sarcasm is hard to interpret as human beings. Being able to interpret sarcasm is often termed as a sign of intelligence, given the complex nature of sarcasm. Hence, this is a field of Natural Language Processing which is still complex for…

计算与语言 · 计算机科学 2024-12-03 Harleen Kaur Bagga , Jasmine Bernard , Sahil Shaheen , Sarthak Arora

Sarcasm is common in online discussions, yet difficult for machines to identify because the intended meaning often contradicts the literal wording. In this work, I study sarcasm detection using only classical machine learning methods and…

计算与语言 · 计算机科学 2026-01-26 Subrata Karmaker

Automatic sarcasm detection is the task of predicting sarcasm in text. This is a crucial step to sentiment analysis, considering prevalence and challenges of sarcasm in sentiment-bearing text. Beginning with an approach that used…

计算与语言 · 计算机科学 2016-09-22 Aditya Joshi , Pushpak Bhattacharyya , Mark James Carman

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…

计算机视觉与模式识别 · 计算机科学 2016-08-09 Rossano Schifanella , Paloma de Juan , Joel Tetreault , Liangliang Cao

The pervasive use of the Internet and social media introduces significant challenges to automated sentiment analysis, particularly for sarcastic expressions in user-generated content. Sarcasm conveys negative emotions through ostensibly…

计算与语言 · 计算机科学 2024-11-05 Zhenkai Qin , Qining Luo , Xunyi Nong

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…

计算与语言 · 计算机科学 2018-05-09 Yi Tay , Luu Anh Tuan , Siu Cheung Hui , Jian Su

Irony and sarcasm are two complex linguistic phenomena that are widely used in everyday language and especially over the social media, but they represent two serious issues for automated text understanding. Many labeled corpora have been…

计算与语言 · 计算机科学 2019-12-09 Mattia Antonino Di Gangi , Giosué Lo Bosco , Giovanni Pilato

Sarcasm is a type of irony, characterized by an inherent mismatch between the literal interpretation and the intended connotation. Though sarcasm detection in text has been extensively studied, there are situations in which textual input…

计算机视觉与模式识别 · 计算机科学 2024-08-06 Sajal Aggarwal , Ananya Pandey , Dinesh Kumar Vishwakarma

Sarcasm detection, with its figurative nature, poses unique challenges for affective systems designed to perform sentiment analysis. While these systems typically perform well at identifying direct expressions of emotion, they struggle with…

计算与语言 · 计算机科学 2026-04-21 Ximing Wen , Rezvaneh Rezapour

Sarcasm is a linguistic phenomenon indicating a discrepancy between literal meanings and implied intentions. Due to its sophisticated nature, it is usually challenging to be detected from the text itself. As a result, multi-modal sarcasm…

计算与语言 · 计算机科学 2022-10-18 Hui Liu , Wenya Wang , Haoliang Li

Sarcasm is a form of communication in whichthe person states opposite of what he actually means. It is ambiguous in nature. In this paper, we propose using machine learning techniques with BERT and GloVe embeddings to detect sarcasm in…

计算与语言 · 计算机科学 2024-09-05 Akshay Khatri , Pranav P , Anand Kumar M

The literature in automated sarcasm detection has mainly focused on lexical, syntactic and semantic-level analysis of text. However, a sarcastic sentence can be expressed with contextual presumptions, background and commonsense knowledge.…

计算与语言 · 计算机科学 2018-05-17 Devamanyu Hazarika , Soujanya Poria , Sruthi Gorantla , Erik Cambria , Roger Zimmermann , Rada Mihalcea

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…

计算与语言 · 计算机科学 2023-02-07 Alif Tri Handoyo , Hidayaturrahman , Derwin Suhartono

Sarcasm detection is an important task in affective computing, requiring large amounts of labeled data. We introduce reactive supervision, a novel data collection method that utilizes the dynamics of online conversations to overcome the…

计算与语言 · 计算机科学 2023-09-07 Boaz Shmueli , Lun-Wei Ku , Soumya Ray

Sarcasm is a form of irony that involves saying or writing something that is opposite or opposite to what one really means, often in a humorous or mocking way. It is often used to mock or mock someone or something, or to be humorous or…

计算与语言 · 计算机科学 2022-12-26 Ishita Goyal , Priyank Bhandia , Sanjana Dulam

Sarcasm is an intricate form of speech, where meaning is conveyed implicitly. Being a convoluted form of expression, detecting sarcasm is an assiduous problem. The difficulty in recognition of sarcasm has many pitfalls, including…

计算与语言 · 计算机科学 2020-06-02 Kartikey Pant , Tanvi Dadu

We tested the robustness of sarcasm detection models by examining their behavior when fine-tuned on four sarcasm datasets containing varying characteristics of sarcasm: label source (authors vs. third-party), domain (social media/online vs.…

计算与语言 · 计算机科学 2024-04-11 Hyewon Jang , Diego Frassinelli

Recent work in automated sarcasm detection has placed a heavy focus on context and meta-data. Whilst certain utterances indeed require background knowledge and commonsense reasoning, previous works have only explored shallow models for…

计算与语言 · 计算机科学 2019-11-20 Devin Pelser , Hugh Murrell