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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

In this work, we introduce a corpus for satire detection in Romanian news. We gathered 55,608 public news articles from multiple real and satirical news sources, composing one of the largest corpora for satire detection regardless of…

Computation and Language · Computer Science 2021-07-01 Ana-Cristina Rogoz , Mihaela Gaman , Radu Tudor Ionescu

Satire and fake news can both contribute to the spread of false information, even though both have different purposes (one if for amusement, the other is to misinform). However, it is not enough to rely purely on text to detect the…

Computation and Language · Computer Science 2025-04-11 Răzvan-Alexandru Smădu , Andreea Iuga , Dumitru-Clementin Cercel

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

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

Satirical news detection is an important yet challenging task to prevent spread of misinformation. Many feature based and end-to-end neural nets based satirical news detection systems have been proposed and delivered promising results.…

Computation and Language · Computer Science 2024-04-16 Yue Zhou , Yan Zhang , JingTao Yao

Satire detection and sentiment analysis are intensively explored natural language processing (NLP) tasks that study the identification of the satirical tone from texts and extracting sentiments in relationship with their targets. In…

Computation and Language · Computer Science 2023-06-14 Sebastian-Vasile Echim , Răzvan-Alexandru Smădu , Andrei-Marius Avram , Dumitru-Clementin Cercel , Florin Pop

Using supervised automatic summarisation methods requires sufficient corpora that include pairs of documents and their summaries. Similarly to many tasks in natural language processing, most of the datasets available for summarization are…

Satirical news is regularly shared in modern social media because it is entertaining with smartly embedded humor. However, it can be harmful to society because it can sometimes be mistaken as factual news, due to its deceptive character. We…

Computation and Language · Computer Science 2020-07-07 Yigeng Zhang , Fan Yang , Yifan Zhang , Eduard Dragut , Arjun Mukherjee

Sarcasm Detection has enjoyed great interest from the research community, however the task of predicting sarcasm in a text remains an elusive problem for machines. Past studies mostly make use of twitter datasets collected using hashtag…

Machine Learning · Computer Science 2022-10-17 Rishabh Misra , Prahal Arora

Satire detection is essential for accurately extracting opinions from textual data and combating misinformation online. However, the lack of diverse corpora for satire leads to the problem of stylistic bias which impacts the models'…

Computation and Language · Computer Science 2024-12-13 Asli Umay Ozturk , Recep Firat Cekinel , Pinar Karagoz

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

The blurry line between nefarious fake news and protected-speech satire has been a notorious struggle for social media platforms. Further to the efforts of reducing exposure to misinformation on social media, purveyors of fake news have…

Computation and Language · Computer Science 2019-11-07 Or Levi , Pedram Hosseini , Mona Diab , David A. Broniatowski

To increase revenue, news websites often resort to using deceptive news titles, luring users into clicking on the title and reading the full news. Clickbait detection is the task that aims to automatically detect this form of false…

Computation and Language · Computer Science 2023-10-11 Daria-Mihaela Broscoteanu , Radu Tudor Ionescu

As technology grows faster, the news spreads through social media. In order to attract more readers and acquire additional profit, some news agencies reproduce massive news in a more appealing manner. Therefore, it is essential to…

Computation and Language · Computer Science 2022-04-26 Yu-Chieh Chen , Pei-Yu Huang , Chun Lin , Yi-Ting Huang , Meng Chang Chen

Understanding various humour styles is essential for comprehending the multifaceted nature of humour and its impact on fields such as psychology and artificial intelligence. This understanding has revealed that humour, depending on the…

Computation and Language · Computer Science 2024-02-06 Mary Ogbuka Kenneth , Foaad Khosmood , Abbas Edalat

Memes are becoming increasingly more popular in online media, especially in social networks. They usually combine graphical representations (images, drawings, animations or video) with text to convey powerful messages. In order to extract,…

Computation and Language · Computer Science 2024-10-22 Vasile Păiş , Sara Niţă , Alexandru-Iulius Jerpelea , Luca Pană , Eric Curea

Humour, a fundamental aspect of human communication, manifests itself in various styles that significantly impact social interactions and mental health. Recognising different humour styles poses challenges due to the lack of established…

Computation and Language · Computer Science 2024-10-18 Mary Ogbuka Kenneth , Foaad Khosmood , Abbas Edalat

We built models with Logistic Regression and linear Support Vector Machines on a large dataset consisting of regular news articles and news from satirical websites, and showed that such linear classifiers on a corpus with about 60,000…

Computation and Language · Computer Science 2018-10-02 Andreas Stöckl

News headline generation is an essential problem of text summarization because it is constrained, well-defined, and is still hard to solve. Models with a limited vocabulary can not solve it well, as new named entities can appear regularly…

Computation and Language · Computer Science 2020-05-06 Ilya Gusev
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