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Valuable decisions and highly prioritized analysis now depend on applications such as facial biometrics, social media photo tagging, and human robots interactions. However, the ability to successfully deploy such applications is based on…

Computer Vision and Pattern Recognition · Computer Science 2026-05-29 Martha Teiko Teye , Yaw Marfo Missah , Emmanuel Ahene , Twum Frimpong , Auxane Boch

With the increased use of social media platforms by people across the world, many new interesting NLP problems have come into existence. One such being the detection of sarcasm in the social media texts. We present a corpus of tweets for…

Computation and Language · Computer Science 2020-12-17 Akshita Aggarwal , Anshul Wadhawan , Anshima Chaudhary , Kavita Maurya

Multimodal sarcasm detection has attracted growing interest due to the rise of multimedia posts on social media. Understanding sarcastic image-text posts often requires external contextual knowledge, such as cultural references or…

Computation and Language · Computer Science 2025-10-30 Soumyadeep Jana , Abhrajyoti Kundu , Sanasam Ranbir Singh

Satirical news is considered to be entertainment, but it is potentially deceptive and harmful. Despite the embedded genre in the article, not everyone can recognize the satirical cues and therefore believe the news as true news. We observe…

Computation and Language · Computer Science 2017-09-06 Fan Yang , Arjun Mukherjee , Eduard Dragut

Conversations in social media often contain the use of irony or sarcasm, when the users say the opposite of what they really mean. Irony markers are the meta-communicative clues that inform the reader that an utterance is ironic. We propose…

Computation and Language · Computer Science 2018-04-17 Debanjan Ghosh , Smaranda Muresan

The automatic detection of humor poses a grand challenge for natural language processing. Transformer-based systems have recently achieved remarkable results on this task, but they usually (1)~were evaluated in setups where serious vs…

Computation and Language · Computer Science 2021-10-22 Maxime Peyrard , Beatriz Borges , Kristina Gligorić , Robert West

State-of-the-art approaches for hate-speech detection usually exhibit poor performance in out-of-domain settings. This occurs, typically, due to classifiers overemphasizing source-specific information that negatively impacts its domain…

Computation and Language · Computer Science 2022-09-20 Tulika Bose , Nikolaos Aletras , Irina Illina , Dominique Fohr

Elaborating a series of intermediate reasoning steps significantly improves the ability of large language models (LLMs) to solve complex problems, as such steps would evoke LLMs to think sequentially. However, human sarcasm understanding is…

Computation and Language · Computer Science 2024-08-27 Ben Yao , Yazhou Zhang , Qiuchi Li , Jing Qin

Satire, irony, and sarcasm are techniques typically used to express humor and critique, rather than deceive; however, they can occasionally be mistaken for factual reporting, akin to fake news. These techniques can be applied at a more…

Computation and Language · Computer Science 2025-10-16 Răzvan-Alexandru Smădu , Andreea Iuga , Dumitru-Clementin Cercel , Florin Pop

Given a controversial target such as ``nuclear energy'', argument mining aims to identify the argumentative text from heterogeneous sources. Current approaches focus on exploring better ways of integrating the target-associated semantic…

Computation and Language · Computer Science 2023-07-25 Jiasheng Si , Yingjie Zhu , Xingyu Shi , Deyu Zhou , Yulan He

Automatic assessment of the quality of arguments has been recognized as a challenging task with significant implications for misinformation and targeted speech. While real-world arguments are tightly anchored in context, existing…

Computation and Language · Computer Science 2024-06-19 Darshan Deshpande , Zhivar Sourati , Filip Ilievski , Fred Morstatter

Identifying the targets of hate speech is a crucial step in grasping the nature of such speech and, ultimately, in improving the detection of offensive posts on online forums. Much harmful content on online platforms uses implicit language…

Computation and Language · Computer Science 2024-07-01 Nazanin Jafari , James Allan , Sheikh Muhammad Sarwar

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 resources such as news, highly social dialogue is very…

Computation and Language · Computer Science 2017-08-30 Stephanie M. Lukin , Luke Eisenberg , Thomas Corcoran , Marilyn A. Walker

Recent advances in open-source vision-language models (VLMs) offer new opportunities for understanding complex and subjective multimodal phenomena such as sarcasm. In this work, we evaluate seven state-of-the-art VLMs - BLIP2, InstructBLIP,…

Machine Learning · Computer Science 2025-10-15 Saroj Basnet , Shafkat Farabi , Tharindu Ranasinghe , Diptesh Kanoji , Marcos Zampieri

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

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

Parody is a figurative device used to imitate an entity for comedic or critical purposes and represents a widespread phenomenon in social media through many popular parody accounts. In this paper, we present the first computational study of…

Computation and Language · Computer Science 2020-05-04 Antonis Maronikolakis , Danae Sanchez Villegas , Daniel Preotiuc-Pietro , Nikolaos Aletras

A significant challenge in automating hate speech detection on social media is distinguishing hate speech from regular and offensive language. These identify an essential category of content that web filters seek to remove. Only automated…

Computation and Language · Computer Science 2024-11-12 Faria Naznin , Md Touhidur Rahman , Shahran Rahman Alve

The primary goal of a news headline is to summarize an event in as few words as possible. Depending on the media outlet, a headline can serve as a means to objectively deliver a summary or improve its visibility. For the latter, specific…

Computation and Language · Computer Science 2025-09-03 Mihnea-Alexandru Vîrlan , Răzvan-Alexandru Smădu , Dumitru-Clementin Cercel , Florin Pop , Mihaela-Claudia Cercel

Satire is a form of humorous critique, but it is sometimes misinterpreted by readers as legitimate news, which can lead to harmful consequences. We observe that the images used in satirical news articles often contain absurd or ridiculous…

Computation and Language · Computer Science 2020-10-15 Lily Li , Or Levi , Pedram Hosseini , David A. Broniatowski