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Bangla-English code-mixing is widespread across South Asian social media, yet resources for implicit meaning identification in this setting remain scarce. Existing sentiment and sarcasm models largely focus on monolingual English or…

计算与语言 · 计算机科学 2026-02-26 Kazi Samin Yasar Alam , Md Tanbir Chowdhury , Tamim Ahmed , Ajwad Abrar , Md Rafid Haque

Past work in computational sarcasm deals primarily with sarcasm detection. In this paper, we introduce a novel, related problem: sarcasm target identification i.e., extracting the target of ridicule in a sarcastic sentence). We present an…

计算与语言 · 计算机科学 2017-08-28 Aditya Joshi , Pranav Goel , Pushpak Bhattacharyya , Mark Carman

With the proliferation of social media posts in recent years, the need to detect sentiments in multimodal (image-text) content has grown rapidly. Since posts are user-generated, the image and text from the same post can express different or…

计算机视觉与模式识别 · 计算机科学 2025-11-24 Daiqing Wu , Dongbao Yang , Huawen Shen , Can Ma , Yu Zhou

Recent work in automated sarcasm detection has placed a heavy focus on context and meta-data. Whilst certain utterances indeed require background knowledge and commonsense reasoning, previous works have only explored shallow models for…

计算与语言 · 计算机科学 2019-11-20 Devin Pelser , Hugh Murrell

Detecting sarcasm effectively requires a nuanced understanding of context, including vocal tones and facial expressions. The progression towards multimodal computational methods in sarcasm detection, however, faces challenges due to the…

计算与语言 · 计算机科学 2024-12-16 Xiyuan Gao , Shubhi Bansal , Kushaan Gowda , Zhu Li , Shekhar Nayak , Nagendra Kumar , Matt Coler

Multimodal sarcasm detection is a complex task that requires distinguishing subtle complementary signals across modalities while filtering out irrelevant information. Many advanced methods rely on learning shortcuts from datasets rather…

机器学习 · 计算机科学 2025-11-18 Yihua Wang , Qi Jia , Cong Xu , Feiyu Chen , Yuhan Liu , Haotian Zhang , Liang Jin , Lu Liu , Zhichun Wang

Sarcasm is a linguistic phenomenon that intends to ridicule a target (e.g., entity, event, or person) in an inherent way. Multimodal Sarcasm Explanation (MuSE) aims at revealing the intended irony in a sarcastic post using a natural…

计算与语言 · 计算机科学 2025-02-12 Palaash Goel , Dushyant Singh Chauhan , Md Shad Akhtar

Humor is one of the few cognitive tasks where getting the reasoning right matters as much as getting the answer right. While recent work evaluates humor understanding on benchmarks such as the New Yorker Cartoon Caption Contest (NYCC), it…

人工智能 · 计算机科学 2026-04-17 Hatice Merve Vural , Doga Kukul , Ege Erdem Ozlu , Demir Ekin Arikan , Bob Mankoff , Erkut Erdem , Aykut Erdem

Satire, a form of artistic expression combining humor with implicit critique, holds significant social value by illuminating societal issues. Despite its cultural and societal significance, satire comprehension, particularly in purely…

计算机视觉与模式识别 · 计算机科学 2025-12-02 Yue Jiang , Haiwei Xue , Minghao Han , Mingcheng Li , Xiaolu Hou , Dingkang Yang , Lihua Zhang , Xu Zheng

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

Vision-language models (VLMs) have demonstrated strong reasoning abilities in literal multimodal tasks such as visual mathematics and science question answering. However, figurative language, such as sarcasm, humor, and metaphor, remains a…

计算与语言 · 计算机科学 2026-01-27 Seyyed Saeid Cheshmi , Hahnemann Ortiz , James Mooney , Dongyeop Kang

The sarcasm detection task in natural language processing tries to classify whether an utterance is sarcastic or not. It is related to sentiment analysis since it often inverts surface sentiment. Because sarcastic sentences are highly…

机器学习 · 计算机科学 2024-10-17 Lazar Đoković , Marko Robnik-Šikonja

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…

计算与语言 · 计算机科学 2026-02-04 Zhu Li , Yuqing Zhang , Xiyuan Gao , Shekhar Nayak , Matt Coler

Observing a set of images and their corresponding paragraph-captions, a challenging task is to learn how to produce a semantically coherent paragraph to describe the visual content of an image. Inspired by recent successes in integrating…

计算机视觉与模式识别 · 计算机科学 2022-07-27 Dandan Guo , Ruiying Lu , Bo Chen , Zequn Zeng , Mingyuan Zhou

We explore two methods for representing authors in the context of textual sarcasm detection: a Bayesian approach that directly represents authors' propensities to be sarcastic, and a dense embedding approach that can learn interactions…

计算与语言 · 计算机科学 2018-08-28 Y. Alex Kolchinski , Christopher Potts

The emoticons are symbolic representations that generally accompany the textual content to visually enhance or summarize the true intention of a written message. Although widely utilized in the realm of social media, the core semantics of…

计算机视觉与模式识别 · 计算机科学 2024-08-06 Ananya Pandey , Dinesh Kumar Vishwakarma

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…

计算与语言 · 计算机科学 2017-11-21 N. Dianna Radpour , Vinay Ashokkumar

Existing research for image text retrieval mainly relies on sentence-level supervision to distinguish matched and mismatched sentences for a query image. However, semantic mismatch between an image and sentences usually happens in finer…

计算机视觉与模式识别 · 计算机科学 2021-09-14 Zhihao Fan , Zhongyu Wei , Zejun Li , Siyuan Wang , Haijun Shan , Xuanjing Huang , Jianqing Fan

Sentiments expressed in user-generated short text and sentences are nuanced by subtleties at lexical, syntactic, semantic and pragmatic levels. To address this, we propose to augment traditional features used for sentiment analysis and…

计算与语言 · 计算机科学 2017-01-23 Abhijit Mishra , Diptesh Kanojia , Seema Nagar , Kuntal Dey , Pushpak Bhattacharyya

Sarcasm fundamentally alters meaning through tone and context, yet detecting it in speech remains a challenge due to data scarcity. In addition, existing detection systems often rely on multimodal data, limiting their applicability in…

计算与语言 · 计算机科学 2026-04-21 Zhu Li , Yuqing Zhang , Xiyuan Gao , Shekhar Nayak , Matt Coler