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相关论文: Multi-Modal Sarcasm Detection Based on Contrastive…

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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, 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…

计算与语言 · 计算机科学 2025-09-08 Xiyuan Gao , Shekhar Nayak , Matt Coler

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

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

Stance Detection (SD) has become a critical area of interest due to its applications in various contexts leading to increased research within NLP. Yet the subtlety and complexity of texts sourced from online platforms often containing…

计算与语言 · 计算机科学 2025-03-07 Gibson Nkhata Shi Yin Hong , Susan Gauch

Multi-modal semantic understanding requires integrating information from different modalities to extract users' real intention behind words. Most previous work applies a dual-encoder structure to separately encode image and text, but fails…

计算与语言 · 计算机科学 2024-03-12 Ming Zhang , Ke Chang , Yunfang Wu

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…

计算与语言 · 计算机科学 2025-10-14 Manas Zambre , Sarika Bobade

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

Sarcasm detection remains a challenge in natural language understanding, as sarcastic intent often relies on subtle cross-modal cues spanning text, speech, and vision. While prior work has primarily focused on textual or visual-textual…

计算与语言 · 计算机科学 2025-09-22 Zhu Li , Xiyuan Gao , Yuqing Zhang , Shekhar Nayak , Matt Coler

Sarcasm, as defined by Merriam-Webster, is the use of words by someone who means the opposite of what he is trying to say. In the field of sentimental analysis of Natural Language Processing, the ability to correctly identify sarcasm is…

计算与语言 · 计算机科学 2023-12-08 Juliann Zhou

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

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 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

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

Sarcasm detection and humor classification are inherently subtle problems, primarily due to their dependence on the contextual and non-verbal information. Furthermore, existing studies in these two topics are usually constrained in…

计算与语言 · 计算机科学 2021-06-01 Manjot Bedi , Shivani Kumar , Md Shad Akhtar , Tanmoy Chakraborty

Sarcasm detection is a key task for many natural language processing tasks. In sentiment analysis, for example, sarcasm can flip the polarity of an "apparently positive" sentence and, hence, negatively affect polarity detection performance.…

计算与语言 · 计算机科学 2017-07-28 Soujanya Poria , Erik Cambria , Devamanyu Hazarika , Prateek Vij

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 in social media, frequently conveyed through the interplay of text and images, presents significant challenges for sentiment analysis and intention mining. Existing multi-modal sarcasm detection approaches have been shown to…

计算与语言 · 计算机科学 2025-11-14 Junjie Chen , Hang Yu , Subin Huang , Sanmin Liu , Linfeng Zhang

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

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