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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

Sarcasm detection is a significant challenge in sentiment analysis due to the nuanced and context-dependent nature of verbiage. We introduce Pragmatic Metacognitive Prompting (PMP) to improve the performance of Large Language Models (LLMs)…

计算与语言 · 计算机科学 2024-12-09 Joshua Lee , Wyatt Fong , Alexander Le , Sur Shah , Kevin Han , Kevin Zhu

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

Large Language Models have shown growing ability to generate fluent and coherent texts that are highly similar to the writing style of humans. Current detectors for Machine-Generated Text (MGT) perform well when they are trained and tested…

计算与语言 · 计算机科学 2025-08-26 Shengchao Liu , Xiaoming Liu , Chengzhengxu Li , Zhaohan Zhang , Guoxin Ma , Yu Lan , Shuai Xiao

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

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

More and more of the information on the web is dialogic, from Facebook newsfeeds, to forum conversations, to comment threads on news articles. In contrast to traditional, monologic Natural Language Processing resources such as news, highly…

计算与语言 · 计算机科学 2017-08-30 Stephanie Lukin , Marilyn Walker

This paper describes our submission to SemEval-2022 Task 6 on sarcasm detection and its five subtasks for English and Arabic. Sarcasm conveys a meaning which contradicts the literal meaning, and it is mainly found on social networks. It has…

计算与语言 · 计算机科学 2022-03-09 Shubham Kumar Nigam , Mosab Shaheen

Topic Models have been reported to be beneficial for aspect-based sentiment analysis. This paper reports a simple topic model for sarcasm detection, a first, to the best of our knowledge. Designed on the basis of the intuition that…

计算与语言 · 计算机科学 2016-11-23 Aditya Joshi , Prayas Jain , Pushpak Bhattacharyya , Mark Carman

This paper makes a simple increment to state-of-the-art in sarcasm detection research. Existing approaches are unable to capture subtle forms of context incongruity which lies at the heart of sarcasm. We explore if prior work can be…

计算与语言 · 计算机科学 2016-10-05 Aditya Joshi , Vaibhav Tripathi , Kevin Patel , Pushpak Bhattacharyya , Mark Carman

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

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

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

Given the dynamic nature of toxic language use, automated methods for detecting toxic spans are likely to encounter distributional shift. To explore this phenomenon, we evaluate three approaches for detecting toxic spans under cross-domain…

计算与语言 · 计算机科学 2023-06-19 Stefan F. Schouten , Baran Barbarestani , Wondimagegnhue Tufa , Piek Vossen , Ilia Markov

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

计算与语言 · 计算机科学 2017-07-21 Debanjan Ghosh , Alexander Richard Fabbri , Smaranda Muresan

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

Sarcasm typically conveys emotions of contempt or criticism by expressing a meaning that is contrary to the speaker's true intent. Accurate detection of sarcasm aids in identifying and filtering undesirable information on the Internet,…

计算与语言 · 计算机科学 2024-12-18 Tongguan Wang , Junkai Li , Guixin Su , Yongcheng Zhang , Dongyu Su , Yuxue Hu , Ying Sha

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

Sarcasm is considered one of the most difficult problem in sentiment analysis. In our ob-servation on Indonesian social media, for cer-tain topics, people tend to criticize something using sarcasm. Here, we proposed two additional features…

计算与语言 · 计算机科学 2015-05-13 Edwin Lunando , Ayu Purwarianti

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