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Automatic sarcasm detection methods have traditionally been designed for maximum performance on a specific domain. This poses challenges for those wishing to transfer those approaches to other existing or novel domains, which may be…

计算与语言 · 计算机科学 2018-06-12 Natalie Parde , Rodney D. Nielsen

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 is a sophisticated way of wrapping any immanent truth, mes-sage, or even mockery within a hilarious manner. The advent of communications using social networks has mass-produced new avenues of socialization. It can be further said…

计算与语言 · 计算机科学 2021-06-11 Sourav Das , Anup Kumar Kolya

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

In the era of social media and networking platforms, Twitter has been doomed for abuse and harassment toward users specifically women. Monitoring the contents including sexism and sexual harassment in traditional media is easier than…

计算与语言 · 计算机科学 2020-04-20 Christos Karatsalos , Yannis Panagiotakis

While sentiment and emotion analysis have been studied extensively, the relationship between sarcasm and emotion has largely remained unexplored. A sarcastic expression may have a variety of underlying emotions. For example, "I love being…

计算与语言 · 计算机科学 2022-06-07 Anupama Ray , Shubham Mishra , Apoorva Nunna , Pushpak Bhattacharyya

A positive phrase or a sentence with an underlying negative motive is usually defined as sarcasm that is widely used in today's social media platforms such as Facebook, Twitter, Reddit, etc. In recent times active users in social media…

We introduce the Self-Annotated Reddit Corpus (SARC), a large corpus for sarcasm research and for training and evaluating systems for sarcasm detection. The corpus has 1.3 million sarcastic statements -- 10 times more than any previous…

计算与语言 · 计算机科学 2018-03-26 Mikhail Khodak , Nikunj Saunshi , Kiran Vodrahalli

In recent years, offensive, abusive and hateful language, sexism, racism and other types of aggressive and cyberbullying behavior have been manifesting with increased frequency, and in many online social media platforms. In fact, past…

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

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

Sarcasm occurring due to the presence of numerical portions in text has been quoted as an error made by automatic sarcasm detection approaches in the past. We present a first study in detecting sarcasm in numbers, as in the case of the…

计算与语言 · 计算机科学 2017-09-08 Lakshya Kumar , Arpan Somani , Pushpak Bhattacharyya

Sarcasm detection is a significant challenge in sentiment analysis, particularly due to its nature of conveying opinions where the intended meaning deviates from the literal expression. This challenge is heightened in social media contexts…

计算与语言 · 计算机科学 2025-03-14 Aniket Deroy , Subhankar Maity

Computational models for sarcasm detection have often relied on the content of utterances in isolation. However, the speaker's sarcastic intent is not always apparent without additional context. Focusing on social media discussions, we…

计算与语言 · 计算机科学 2018-08-29 Debanjan Ghosh , Alexander R. Fabbri , Smaranda Muresan

Since their inception, transformer-based language models have led to impressive performance gains across multiple natural language processing tasks. For Arabic, the current state-of-the-art results on most datasets are achieved by the…

计算与语言 · 计算机科学 2021-03-11 Amey Hengle , Atharva Kshirsagar , Shaily Desai , Manisha Marathe

Various linguistic and non-linguistic clues, such as excessive emphasis on a word, a shift in the tone of voice, or an awkward expression, frequently convey sarcasm. The computer vision problem of sarcasm recognition in conversation aims to…

计算机视觉与模式识别 · 计算机科学 2024-08-21 Ananya Pandey , Dinesh Kumar Vishwakarma

Datasets with induced emotion labels are scarce but of utmost importance for many NLP tasks. We present a new, automated method for collecting texts along with their induced reaction labels. The method exploits the online use of reaction…

计算与语言 · 计算机科学 2021-05-24 Boaz Shmueli , Soumya Ray , Lun-Wei Ku

This paper presents our strategy to tackle the EACL WANLP-2021 Shared Task 2: Sarcasm and Sentiment Detection. One of the subtasks aims at developing a system that identifies whether a given Arabic tweet is sarcastic in nature or not, while…

计算与语言 · 计算机科学 2021-03-03 Anshul Wadhawan

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…

We investigate the impact of using author context on textual sarcasm detection. We define author context as the embedded representation of their historical posts on Twitter and suggest neural models that extract these representations. We…

计算与语言 · 计算机科学 2019-10-29 Silviu Oprea , Walid Magdy