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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

Moving beyond the traditional binary classification paradigm of Multimodal Sarcasm Detection, Multimodal Sarcasm Target Identification (MSTI) presents a more formidable challenge, requiring precise localization of fine-grained targets such…

计算与语言 · 计算机科学 2026-04-13 Faxian Wan , Xiaocui Yang , Yifan Cao , Shi Feng , Daling Wang , Yifei Zhang

Sarcasm is the use of words usually used to either mock or annoy someone, or for humorous purposes. Sarcasm is largely used in social networks and microblogging websites, where people mock or censure in a way that makes it difficult even…

计算与语言 · 计算机科学 2023-02-07 Alif Tri Handoyo , Hidayaturrahman , Derwin Suhartono

Sarcasm detection remains a significant challenge due to its reliance on nuanced contextual understanding, world knowledge, and multi-faceted linguistic cues that vary substantially across different sarcastic expressions. Existing…

计算与语言 · 计算机科学 2026-01-27 Ziyang Zhou , Ziqi Liu , Yan Wang , Yiming Lin , Yangbin Chen

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

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…

计算与语言 · 计算机科学 2024-08-27 Yazhou Zhang , Chunwang Zou , Zheng Lian , Prayag Tiwari , Jing Qin

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

Sarcasm is a form of irony that requires readers or listeners to interpret its intended meaning by considering context and social cues. Machine learning classification models have long had difficulty detecting sarcasm due to its social…

计算与语言 · 计算机科学 2025-01-28 Montgomery Gole , Williams-Paul Nwadiugwu , Andriy Miranskyy

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

Robotic grasping is one of the most fundamental tasks in robotic manipulation, and grasp detection/generation has long been the subject of extensive research. Recently, language-driven grasp generation has emerged as a promising direction…

机器人学 · 计算机科学 2025-10-08 Haoran Zhang , Shuanghao Bai , Wanqi Zhou , Yuedi Zhang , Qi Zhang , Pengxiang Ding , Cheng Chi , Donglin Wang , Badong Chen

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

Recent text-to-image generative models can generate high-fidelity images from text inputs, but the quality of these generated images cannot be accurately evaluated by existing evaluation metrics. To address this issue, we introduce Human…

计算机视觉与模式识别 · 计算机科学 2023-09-26 Xiaoshi Wu , Yiming Hao , Keqiang Sun , Yixiong Chen , Feng Zhu , Rui Zhao , Hongsheng Li

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

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

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…

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…

计算与语言 · 计算机科学 2018-09-27 Suzana Ilić , Edison Marrese-Taylor , Jorge A. Balazs , Yutaka Matsuo

Sarcasm is a challenge to sentiment analysis because of the incongruity between stated and implied sentiment. The challenge is exacerbated when the implication may be relevant to a specific country or geographical region. Pragmatic…

计算与语言 · 计算机科学 2025-10-31 Ishmanbir Singh , Dipankar Srirag , Aditya Joshi

Current visual text generation models struggle with the trade-off between text accuracy and overall image coherence. We find that achieving high text accuracy can reduce aesthetic quality and instruction-following capability. Although…

计算机视觉与模式识别 · 计算机科学 2026-04-28 Yaohou Fan , Qingzhong Wang , Yongsong Huang , Junyi Liu , Tomo Miyazaki , Shinichiro Omachi

Sarcastic speech synthesis, which involves generating speech that effectively conveys sarcasm, is essential for enhancing natural interactions in applications such as entertainment and human-computer interaction. However, synthesizing…

计算与语言 · 计算机科学 2025-08-19 Zhu Li , Yuqing Zhang , Xiyuan Gao , Devraj Raghuvanshi , Nagendra Kumar , Shekhar Nayak , Matt Coler

We present a methodological framework to discover linguistic and discursive patterns associated to different social groups through contrastive synthetic text generation and statistical analysis. In contrast with previous approaches, we aim…

计算与语言 · 计算机科学 2026-04-21 S. A. Desimone , L. Alonso Alemany