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Related papers: Reasoning with Sarcasm by Reading In-between

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Online conversation understanding is an important yet challenging NLP problem which has many useful applications (e.g., hate speech detection). However, online conversations typically unfold over a series of posts and replies to those…

Computation and Language · Computer Science 2023-10-24 Vibhor Agarwal , Yu Chen , Nishanth Sastry

Online social media users react to content in them based on context. Emotions or mood play a significant part of these reactions, which has filled these platforms with opinionated content. Different approaches and applications to make…

Computation and Language · Computer Science 2018-05-18 Po Chen Kuo , Fernando H. Calderon Alvarado , Yi-Shin Chen

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…

Machine Learning · Computer Science 2024-10-17 Lazar Đoković , Marko Robnik-Šikonja

With the advent of large vision-language models (LVLMs) demonstrating increasingly human-like abilities, a pivotal question emerges: do different LVLMs interpret multimodal sarcasm differently, and can a single model grasp sarcasm from…

Computation and Language · Computer Science 2025-11-04 Junjie Chen , Xuyang Liu , Subin Huang , Linfeng Zhang , Hang Yu

Detecting sarcasm and verbal irony is critical for understanding people's actual sentiments and beliefs. Thus, the field of sarcasm analysis has become a popular research problem in natural language processing. As the community working on…

Computation and Language · Computer Science 2020-06-08 Debanjan Ghosh , Avijit Vajpayee , Smaranda Muresan

Sarcasm is a pervading linguistic phenomenon and highly challenging to explain due to its subjectivity, lack of context and deeply-felt opinion. In the multimodal setup, sarcasm is conveyed through the incongruity between the text and…

Computation and Language · Computer Science 2021-12-10 Poorav Desai , Tanmoy Chakraborty , Md Shad Akhtar

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…

Computation and Language · Computer Science 2024-08-27 Yazhou Zhang , Chunwang Zou , Zheng Lian , Prayag Tiwari , Jing Qin

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…

Computation and Language · Computer Science 2025-02-12 Palaash Goel , Dushyant Singh Chauhan , Md Shad Akhtar

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…

Computation and Language · Computer Science 2018-08-28 Y. Alex Kolchinski , Christopher Potts

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,…

Computation and Language · Computer Science 2024-12-18 Tongguan Wang , Junkai Li , Guixin Su , Yongcheng Zhang , Dongyu Su , Yuxue Hu , Ying Sha

Being one of the most widely spoken language in the world, the use of Bangla has been increasing in the world of social media as well. Sarcasm is a positive statement or remark with an underlying negative motivation that is extensively…

Computation and Language · Computer Science 2022-09-28 Tasnim Sakib Apon , Ramisa Anan , Elizabeth Antora Modhu , Arjun Suter , Ifrit Jamal Sneha , MD. Golam Rabiul Alam

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…

Computation and Language · Computer Science 2021-03-11 Amey Hengle , Atharva Kshirsagar , Shaily Desai , Manisha Marathe

We present a novel data augmentation technique, CRA (Contextual Response Augmentation), which utilizes conversational context to generate meaningful samples for training. We also mitigate the issues regarding unbalanced context lengths by…

Computation and Language · Computer Science 2020-06-12 Hankyol Lee , Youngjae Yu , Gunhee Kim

Sarcasm Explanation in Dialogue (SED) is a new yet challenging task, which aims to generate a natural language explanation for the given sarcastic dialogue that involves multiple modalities (\ie utterance, video, and audio). Although…

Computation and Language · Computer Science 2025-01-07 Kun Ouyang , Liqiang Jing , Xuemeng Song , Meng Liu , Yupeng Hu , Liqiang Nie

Sarcasm is hard to interpret as human beings. Being able to interpret sarcasm is often termed as a sign of intelligence, given the complex nature of sarcasm. Hence, this is a field of Natural Language Processing which is still complex for…

Computation and Language · Computer Science 2024-12-03 Harleen Kaur Bagga , Jasmine Bernard , Sahil Shaheen , Sarthak Arora

Sarcasm understanding is a challenging problem in natural language processing, as it requires capturing the discrepancy between the surface meaning of an utterance and the speaker's intentions as well as the surrounding social context.…

Computation and Language · Computer Science 2026-05-01 Keito Inoshita , Shinnosuke Mizuno

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…

Computation and Language · Computer Science 2025-10-31 Ishmanbir Singh , Dipankar Srirag , Aditya Joshi

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…

Computer Vision and Pattern Recognition · Computer Science 2024-08-21 Ananya Pandey , Dinesh Kumar Vishwakarma

The trigram `I love being' is expected to be followed by positive words such as `happy'. In a sarcastic sentence, however, the word `ignored' may be observed. The expected and the observed words are, thus, incongruous. We model sarcasm…

Computation and Language · Computer Science 2025-07-28 Aditya Joshi , Samarth Agrawal , Pushpak Bhattacharyya , Mark Carman

Online conversations have become more prevalent on public discussion platforms (e.g. Reddit). With growing controversial topics, it is desirable to summarize not only diverse arguments, but also their rationale and justification. Early…

Computation and Language · Computer Science 2025-11-24 An Quang Tang , Xiuzhen Zhang , Minh Ngoc Dinh , Zhuang Li
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