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Sarcasm is a linguistic expression often used to communicate the opposite of what is said, usually something that is very unpleasant with an intention to insult or ridicule. Inherent ambiguity in sarcastic expressions, make sarcasm…

计算与语言 · 计算机科学 2021-04-07 Ramya Akula , Ivan Garibay

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 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

Sarcasm is a rhetorical device that is used to convey the opposite of the literal meaning of an utterance. Sarcasm is widely used on social media and other forms of computer-mediated communication motivating the use of computational models…

计算与语言 · 计算机科学 2024-10-25 Shafkat Farabi , Tharindu Ranasinghe , Diptesh Kanojia , Yu Kong , Marcos Zampieri

Sarcasm detection identifies natural language expressions whose intended meaning is different from what is implied by its surface meaning. It finds applications in many NLP tasks such as opinion mining, sentiment analysis, etc. Today,…

多媒体 · 计算机科学 2021-10-04 Sundesh Gupta , Aditya Shah , Miten Shah , Laribok Syiemlieh , Chandresh Maurya

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

Despite progress in multimodal sarcasm detection, existing datasets and methods predominantly focus on single-image scenarios, overlooking potential semantic and affective relations across multiple images. This leaves a gap in modeling…

计算机视觉与模式识别 · 计算机科学 2026-03-02 Haochen Zhao , Yuyao Kong , Yongxiu Xu , Gaopeng Gou , Hongbo Xu , Yubin Wang , Haoliang Zhang

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…

计算与语言 · 计算机科学 2026-03-31 Diandian Guo , Fangfang Yuan , Cong Cao , Xixun Lin , Chuan Zhou , Hao Peng , Yanan Cao , Yanbing Liu

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…

This paper focuses on sarcasm detection, which aims to identify whether given statements convey criticism, mockery, or other negative sentiment opposite to the literal meaning. To detect sarcasm, humans often require a comprehensive…

计算与语言 · 计算机科学 2024-12-23 Ziqi Qiu , Jianxing Yu , Yufeng Zhang , Hanjiang Lai , Yanghui Rao , Qinliang Su , Jian Yin

Multimodal Sarcasm Explanation (MuSE) is a new yet challenging task, which aims to generate a natural language sentence for a multimodal social post (an image as well as its caption) to explain why it contains sarcasm. Although the existing…

计算与语言 · 计算机科学 2023-06-30 Liqiang Jing , Xuemeng Song , Kun Ouyang , Mengzhao Jia , Liqiang Nie

Multimodal sarcasm detection, which aims to precisely identify pragmatic incongruities between literal text and nonverbal cues, has gained substantial attention in multimodal understanding. Recent advancements have predominantly relied on…

计算与语言 · 计算机科学 2026-05-05 Maoheng Li , Ling Zhou , Xiaohua Huang , Rubing Huang , Wenming Zheng , Guoying Zhao

Multimodal sarcasm detection requires reasoning over cross-modal incongruities between literal expression and intended meaning, yet the specific analytical perspectives needed vary across samples due to the diversity of sarcastic…

多智能体系统 · 计算机科学 2026-05-21 Yingjia Xu , Jiulong Wu , Bowen Zhang , Baokui Guo , Siyuan Chai , Min Cao

Multimodal sarcasm detection requires resolving pragmatic incongruity across textual, acoustic, and visual cues through cross-modal reasoning. To enable robust sarcasm reasoning with foundation models, we propose SarcasmMiner, a…

多媒体 · 计算机科学 2026-03-06 Zhu Li , Yongjian Chen , Huiyuan Lai , Xiyuan Gao , Shekhar Nayak , Matt Coler

In the past decade, sarcasm detection has been intensively conducted in a textual scenario. With the popularization of video communication, the analysis in multi-modal scenarios has received much attention in recent years. Therefore,…

计算与语言 · 计算机科学 2021-10-01 Xiaoqiang Zhang , Ying Chen , Guangyuan Li

Sarcasm detection is a crucial yet challenging Natural Language Processing task. Existing Large Language Model methods are often limited by single-perspective analysis, static reasoning pathways, and a susceptibility to hallucination when…

计算与语言 · 计算机科学 2026-03-05 Ziqi Liu , Ziyang Zhou , Yilin Li , Mingxuan Hu , Yushan Pan , Zhijie Xu , Yangbin Chen

Multimodal sarcasm detection (MSD) aims to identify sarcastic intent from semantic incongruity between text and image. Although recent methods have improved MSD through cross-modal interaction and incongruity reasoning, most still treat…

计算机视觉与模式识别 · 计算机科学 2026-05-05 Zhenyu Wang , Weichen Cheng , Weijia Li , Junjie Mou , Zongyou Zhao , Guoying Zhang

Sarcasm is a pervading linguistic phenomenon and highly challenging to explain due to its subjectivity, lack of context and deeply-felt opinion. In the multimodal setup, sarcasm is conveyed through the incongruity between the text and…

计算与语言 · 计算机科学 2021-12-10 Poorav Desai , Tanmoy Chakraborty , Md Shad Akhtar

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

Sarcasm is a specific type of irony which involves discerning what is said from what is meant. Detecting sarcasm depends not only on the literal content of an utterance but also on non-verbal cues such as speaker's tonality, facial…

机器学习 · 计算机科学 2025-10-29 Anisha Saha , Varsha Suresh , Timothy Hospedales , Vera Demberg
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