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Multimodal sarcasm detection has recently garnered significant attention. However, existing benchmarks suffer from coarse-grained annotations and limited cultural coverage, which hinder research into fine-grained semantic understanding. To…

计算与语言 · 计算机科学 2026-04-21 Junzhao Zhang , Hsiu-Yuan Huang , Chenming Tang , Yutong Yang , Yunfang Wu

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

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…

计算与语言 · 计算机科学 2017-09-05 Reid Swanson , Stephanie Lukin , Luke Eisenberg , Thomas Chase Corcoran , Marilyn A. Walker

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…

计算与语言 · 计算机科学 2021-04-21 Prakamya Mishra , Saroj Kaushik , Kuntal Dey

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

Metaphor and sarcasm are common figurative expressions in people's communication, especially on the Internet or the memes popular among teenagers. We create a new benchmark named NYK-MS (NewYorKer for Metaphor and Sarcasm), which contains…

计算与语言 · 计算机科学 2024-09-04 Ke Chang , Hao Li , Junzhao Zhang , Yunfang Wu

Recognizing sarcasm often requires a deep understanding of multiple sources of information, including the utterance, the conversational context, and real world facts. Most of the current sarcasm detection systems consider only the utterance…

计算与语言 · 计算机科学 2018-09-11 Reza Ghaeini , Xiaoli Z. Fern , Prasad Tadepalli

The presence of abusive content on social media platforms is undesirable as it severely impedes healthy and safe social media interactions. While automatic abuse detection has been widely explored in textual domain, audio abuse detection…

音频与语音处理 · 电气工程与系统科学 2022-04-06 Rini Sharon , Heet Shah , Debdoot Mukherjee , Vikram Gupta

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…

机器学习 · 计算机科学 2022-10-17 Rishabh Misra , Prahal Arora

Interpreting figurative language such as sarcasm across multi-modal inputs presents unique challenges, often requiring task-specific fine-tuning and extensive reasoning steps. However, current Chain-of-Thought approaches do not efficiently…

计算与语言 · 计算机科学 2025-08-26 Aashish Anantha Ramakrishnan , Aadarsh Anantha Ramakrishnan , Dongwon Lee

Sarcasm is a term that refers to the use of words to mock, irritate, or amuse someone. It is commonly used on social media. The metaphorical and creative nature of sarcasm presents a significant difficulty for sentiment analysis systems…

计算与语言 · 计算机科学 2022-10-21 Amirhossein Abaskohi , Arash Rasouli , Tanin Zeraati , Behnam Bahrak

Truly real-life data presents a strong, but exciting challenge for sentiment and emotion research. The high variety of possible `in-the-wild' properties makes large datasets such as these indispensable with respect to building robust…

多媒体 · 计算机科学 2021-10-22 Lukas Stappen , Alice Baird , Lea Schumann , Björn Schuller

Sarcasm is a form of figurative language where the intended meaning of a sentence differs from its literal meaning. This poses a serious challenge to several Natural Language Processing (NLP) applications such as Sentiment Analysis, Opinion…

计算与语言 · 计算机科学 2022-06-20 Abdelkader El Mahdaouy , Abdellah El Mekki , Kabil Essefar , Abderrahman Skiredj , Ismail Berrada

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…

计算与语言 · 计算机科学 2025-01-07 Kun Ouyang , Liqiang Jing , Xuemeng Song , Meng Liu , Yupeng Hu , Liqiang Nie

Human emotions are complex, with sarcasm being a subtle and distinctive form. Despite progress in sarcasm research, sarcasm generation remains underexplored, primarily due to the overreliance on textual modalities and the neglect of visual…

计算与语言 · 计算机科学 2025-07-15 Changli Wang , Rui Wu , Fang Yin

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

Sarcasm generation has been investigated in previous studies by considering it as a text-to-text generation problem, i.e., generating a sarcastic sentence for an input sentence. In this paper, we study a new problem of cross-modal sarcasm…

计算机视觉与模式识别 · 计算机科学 2022-11-22 Jie Ruan , Yue Wu , Xiaojun Wan , Yuesheng Zhu

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…

计算与语言 · 计算机科学 2025-10-30 Soumyadeep Jana , Abhrajyoti Kundu , Sanasam Ranbir Singh

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…

计算与语言 · 计算机科学 2021-08-04 Bashar Talafha , Muhy Eddin Za'ter , Samer Suleiman , Mahmoud Al-Ayyoub , Mohammed N. Al-Kabi

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…

计算与语言 · 计算机科学 2023-09-08 Liming Zhou , Xiaowei Xu , Xiaodong Wang