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Detecting sarcasm and verbal irony is critical for understanding people's actual sentiments and beliefs. Thus, the field of sarcasm analysis has become a popular research problem in natural language processing. As the community working on…

Computation and Language · Computer Science 2020-06-08 Debanjan Ghosh , Avijit Vajpayee , Smaranda Muresan

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…

Computation and Language · Computer Science 2022-10-18 Hui Liu , Wenya Wang , Haoliang Li

Sarcasm detection is a significant challenge in sentiment analysis, particularly due to its nature of conveying opinions where the intended meaning deviates from the literal expression. This challenge is heightened in social media contexts…

Computation and Language · Computer Science 2025-03-14 Aniket Deroy , Subhankar Maity

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…

Computation and Language · Computer Science 2026-04-21 Ximing Wen , Rezvaneh Rezapour

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

Sarcasm understanding is a challenging problem in natural language processing, as it requires capturing the discrepancy between the surface meaning of an utterance and the speaker's intentions as well as the surrounding social context.…

Computation and Language · Computer Science 2026-05-01 Keito Inoshita , Shinnosuke Mizuno

In translating text where sentiment is the main message, human translators give particular attention to sentiment-carrying words. The reason is that an incorrect translation of such words would miss the fundamental aspect of the source…

Computation and Language · Computer Science 2021-10-06 Hadeel Saadany , Constantin Orasan , Emad Mohamed , Ashraf Tantawy

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

Sarcasm is a nuanced and often misinterpreted form of communication, especially in text, where tone and body language are absent. This paper proposes a modular deep learning framework for sarcasm detection, leveraging Deep Convolutional…

Computation and Language · Computer Science 2025-10-14 Manas Zambre , Sarika Bobade

Sarcasm detection is a binary classification task that aims to determine whether a given utterance is sarcastic. Over the past decade, sarcasm detection has evolved from classical pattern recognition to deep learning approaches, where…

Computation and Language · Computer Science 2023-09-08 Liming Zhou , Xiaowei Xu , Xiaodong Wang

Sarcasm Detection has enjoyed great interest from the research community, however the task of predicting sarcasm in a text remains an elusive problem for machines. Past studies mostly make use of twitter datasets collected using hashtag…

Machine Learning · Computer Science 2022-10-17 Rishabh Misra , Prahal Arora

Sarcasm, a common feature of human communication, poses challenges in interpersonal interactions and human-machine interactions. Linguistic research has highlighted the importance of prosodic cues, such as variations in pitch, speaking…

Computation and Language · Computer Science 2025-09-08 Xiyuan Gao , Shekhar Nayak , Matt Coler

Topic Models have been reported to be beneficial for aspect-based sentiment analysis. This paper reports a simple topic model for sarcasm detection, a first, to the best of our knowledge. Designed on the basis of the intuition that…

Computation and Language · Computer Science 2016-11-23 Aditya Joshi , Prayas Jain , Pushpak Bhattacharyya , Mark Carman

With the advent of large vision-language models (LVLMs) demonstrating increasingly human-like abilities, a pivotal question emerges: do different LVLMs interpret multimodal sarcasm differently, and can a single model grasp sarcasm from…

Computation and Language · Computer Science 2025-11-04 Junjie Chen , Xuyang Liu , Subin Huang , Linfeng Zhang , Hang Yu

Since their inception, transformer-based language models have led to impressive performance gains across multiple natural language processing tasks. For Arabic, the current state-of-the-art results on most datasets are achieved by the…

Computation and Language · Computer Science 2021-03-11 Amey Hengle , Atharva Kshirsagar , Shaily Desai , Manisha Marathe

This paper describes our submission to SemEval-2022 Task 6 on sarcasm detection and its five subtasks for English and Arabic. Sarcasm conveys a meaning which contradicts the literal meaning, and it is mainly found on social networks. It has…

Computation and Language · Computer Science 2022-03-09 Shubham Kumar Nigam , Mosab Shaheen

Sarcasm is often expressed through several verbal and non-verbal cues, e.g., a change of tone, overemphasis in a word, a drawn-out syllable, or a straight looking face. Most of the recent work in sarcasm detection has been carried out on…

Computation and Language · Computer Science 2019-06-06 Santiago Castro , Devamanyu Hazarika , Verónica Pérez-Rosas , Roger Zimmermann , Rada Mihalcea , Soujanya Poria

Sarcasm is a complex form of figurative language in which the intended meaning contradicts the literal one. Its prevalence in social media and popular culture poses persistent challenges for natural language understanding, sentiment…

Computation and Language · Computer Science 2026-03-05 Aaron Scott , Maike Züfle , Jan Niehues

Sarcasm is a linguistic phenomenon that intends to ridicule a target (e.g., entity, event, or person) in an inherent way. Multimodal Sarcasm Explanation (MuSE) aims at revealing the intended irony in a sarcastic post using a natural…

Computation and Language · Computer Science 2025-02-12 Palaash Goel , Dushyant Singh Chauhan , Md Shad Akhtar

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…

Computation and Language · Computer Science 2019-12-09 Mattia Antonino Di Gangi , Giosué Lo Bosco , Giovanni Pilato