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This paper makes a simple increment to state-of-the-art in sarcasm detection research. Existing approaches are unable to capture subtle forms of context incongruity which lies at the heart of sarcasm. We explore if prior work can be…

Computation and Language · Computer Science 2016-10-05 Aditya Joshi , Vaibhav Tripathi , Kevin Patel , Pushpak Bhattacharyya , Mark Carman

One of the most crucial components of natural human-robot interaction is artificial intuition and its influence on dialog systems. The intuitive capability that humans have is undeniably extraordinary, and so remains one of the greatest…

Computation and Language · Computer Science 2017-11-21 N. Dianna Radpour , Vinay Ashokkumar

In the era of large language models (LLMs), the task of ``System I''~-~the fast, unconscious, and intuitive tasks, e.g., sentiment analysis, text classification, etc., have been argued to be successfully solved. However, sarcasm, as a…

Computation and Language · Computer Science 2024-08-27 Yazhou Zhang , Chunwang Zou , Zheng Lian , Prayag Tiwari , Jing Qin

The prevalence of sarcasm in multimodal dialogues on the social platforms presents a crucial yet challenging task for understanding the true intent behind online content. Comprehensive sarcasm analysis requires two key aspects: Multimodal…

Computation and Language · Computer Science 2026-03-31 Diandian Guo , Fangfang Yuan , Cong Cao , Xixun Lin , Chuan Zhou , Hao Peng , Yanan Cao , Yanbing Liu

Sarcasm detection in multilingual and code-mixed environments remains a challenging task for natural language processing models due to structural variations, informal expressions, and low-resource linguistic availability. This study…

Computation and Language · Computer Science 2026-02-26 Bitan Majumder , Anirban Sen

Multimodal sarcasm detection has attracted growing interest due to the rise of multimedia posts on social media. Understanding sarcastic image-text posts often requires external contextual knowledge, such as cultural references or…

Computation and Language · Computer Science 2025-10-30 Soumyadeep Jana , Abhrajyoti Kundu , Sanasam Ranbir Singh

In the wake of a polarizing election, the cyber world is laden with hate speech. Context accompanying a hate speech text is useful for identifying hate speech, which however has been largely overlooked in existing datasets and hate speech…

Computation and Language · Computer Science 2018-05-23 Lei Gao , Ruihong Huang

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

Sentiment analysis becomes an essential part of every social network, as it enables decision-makers to know more about users' opinions in almost all life aspects. Despite its importance, there are multiple issues it encounters like the…

Computation and Language · Computer Science 2023-02-07 Abdelrahman Kaseb , Mona Farouk

Sarcasm Explanation in Dialogue (SED) is a new yet challenging task, which aims to generate a natural language explanation for the given sarcastic dialogue that involves multiple modalities (\ie utterance, video, and audio). Although…

Computation and Language · Computer Science 2025-01-07 Kun Ouyang , Liqiang Jing , Xuemeng Song , Meng Liu , Yupeng Hu , Liqiang Nie

The language used in online forums differs in many ways from that of traditional language resources such as news. One difference is the use and frequency of nonliteral, subjective dialogue acts such as sarcasm. Whether the aim is to develop…

Computation and Language · Computer Science 2017-09-05 Reid Swanson , Stephanie Lukin , Luke Eisenberg , Thomas Chase Corcoran , Marilyn A. Walker

Effective models of social dialog must understand a broad range of rhetorical and figurative devices. Rhetorical questions (RQs) are a type of figurative language whose aim is to achieve a pragmatic goal, such as structuring an argument,…

Computation and Language · Computer Science 2017-09-18 Shereen Oraby , Vrindavan Harrison , Amita Misra , Ellen Riloff , Marilyn Walker

Parody is a figurative device used for mimicking entities for comedic or critical purposes. Parody is intentionally humorous and often involves sarcasm. This paper explores jointly modelling these figurative tropes with the goal of…

Computation and Language · Computer Science 2022-05-09 Xiao Ao , Danae Sánchez Villegas , Daniel Preoţiuc-Pietro , Nikolaos Aletras

Condescending language use is caustic; it can bring dialogues to an end and bifurcate communities. Thus, systems for condescension detection could have a large positive impact. A challenge here is that condescension is often impossible to…

Computation and Language · Computer Science 2019-09-26 Zijian Wang , Christopher Potts

Sarcasm detection is a significant challenge in sentiment analysis due to the nuanced and context-dependent nature of verbiage. We introduce Pragmatic Metacognitive Prompting (PMP) to improve the performance of Large Language Models (LLMs)…

Computation and Language · Computer Science 2024-12-09 Joshua Lee , Wyatt Fong , Alexander Le , Sur Shah , Kevin Han , Kevin Zhu

Sarcasm is a pragmatic phenomenon in which speakers convey meanings that diverge from literal content, relying on an interaction between semantics and prosodic expression. However, how these cues jointly contribute to the recognition of…

Computation and Language · Computer Science 2026-02-04 Zhu Li , Yuqing Zhang , Xiyuan Gao , Shekhar Nayak , Matt Coler

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

This paper describes the systems submitted to iSarcasm shared task. The aim of iSarcasm is to identify the sarcastic contents in Arabic and English text. Our team participated in iSarcasm for the Arabic language. A multi-Layer machine…

Computation and Language · Computer Science 2022-05-19 Nsrin Ashraf , Fathy Elkazaz , Mohamed Taha , Hamada Nayel , Tarek Elshishtawy

With the spreading of hate speech on social media in recent years, automatic detection of hate speech is becoming a crucial task and has attracted attention from various communities. This task aims to recognize online posts (e.g., tweets)…

Computation and Language · Computer Science 2022-04-15 Jiaxuan Li , Yue Ning

Predicting context-dependent and non-literal utterances like sarcastic and ironic expressions still remains a challenging task in NLP, as it goes beyond linguistic patterns, encompassing common sense and shared knowledge as crucial…

Computation and Language · Computer Science 2018-09-27 Suzana Ilić , Edison Marrese-Taylor , Jorge A. Balazs , Yutaka Matsuo
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