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Humor recognition has been widely studied as a text classification problem using data-driven approaches. However, most existing work does not examine the actual joke mechanism to understand humor. We break down any joke into two distinct…

Computation and Language · Computer Science 2021-08-11 Yubo Xie , Junze Li , Pearl Pu

Generating humorous memes is a challenging multimodal task that moves beyond direct image-to-caption supervision. It requires a nuanced reasoning over visual content, contextual cues, and subjective humor. To bridge this gap between visual…

Machine Learning · Computer Science 2026-01-21 Xueyan Li , Yingyi Xue , Mengjie Jiang , Qingzi Zhu , Yazhe Niu

Jokes are intentionally written to be funny, but not all jokes are created the same. Some jokes may be fit for a classroom of kindergarteners, but others are best reserved for a more mature audience. While recent work has shown impressive…

Computation and Language · Computer Science 2022-11-29 Leonard Tang , Alexander Cai , Steve Li , Jason Wang

Conversations emerge as the primary media for exchanging ideas and conceptions. From the listener's perspective, identifying various affective qualities, such as sarcasm, humour, and emotions, is paramount for comprehending the true…

Computation and Language · Computer Science 2022-11-23 Shivani Kumar , Ishani Mondal , Md Shad Akhtar , Tanmoy Chakraborty

As short-form funny videos on social networks are gaining popularity, it becomes demanding for AI models to understand them for better communication with humans. Unfortunately, previous video humor datasets target specific domains, such as…

Computation and Language · Computer Science 2024-04-02 Dayoon Ko , Sangho Lee , Gunhee Kim

Much previous work has been done in attempting to identify humor in text. In this paper we extend that capability by proposing a new task: assessing whether or not a joke is humorous. We present a novel way of approaching this problem by…

Computation and Language · Computer Science 2019-09-04 Orion Weller , Kevin Seppi

Humor is a natural and fundamental component of human interactions. When correctly applied, humor allows us to express thoughts and feelings conveniently and effectively, increasing interpersonal affection, likeability, and trust. However,…

Computation and Language · Computer Science 2020-11-25 Felipe Godoy

In the evolving landscape of online discourse, misinformation increasingly adopts humorous tones to evade detection and gain traction. This work introduces Deceptive Humor as a novel research direction, emphasizing how false narratives,…

Computation and Language · Computer Science 2025-06-23 Sai Kartheek Reddy Kasu , Shankar Biradar , Sunil Saumya

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

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…

Computation and Language · Computer Science 2019-06-06 Santiago Castro , Devamanyu Hazarika , Verónica Pérez-Rosas , Roger Zimmermann , Rada Mihalcea , Soujanya Poria

In most existing AI humor research, humor was treated as either "present" or "not present." We explore the concept of humor as a social interaction with context and explanations. During this project, we defined a humor reasoning data object…

Computation and Language · Computer Science 2026-05-26 Anna Arnett , Bang Nguyen , Meng Jiang

Humor plays a significant role in daily language communication. With the rapid development of large language models (LLMs), natural language processing has made significant strides in understanding and generating various genres of texts.…

Computation and Language · Computer Science 2025-03-27 Zhenghan Yu , Xinyu Hu , Xiaojun Wan

Despite being a critical communication skill, grasping humor is challenging -- a successful use of humor requires a mixture of both engaging content build-up and an appropriate vocal delivery (e.g., pause). Prior studies on computational…

Computation and Language · Computer Science 2021-07-20 Xingbo Wang , Yao Ming , Tongshuang Wu , Haipeng Zeng , Yong Wang , Huamin Qu

Disfluency, though originating from human spoken utterances, is primarily studied as a uni-modal text-based Natural Language Processing (NLP) task. Based on early-fusion and self-attention-based multimodal interaction between text and…

Computation and Language · Computer Science 2022-11-29 Sreyan Ghosh , Utkarsh Tyagi , Sonal Kumar , Manan Suri , Rajiv Ratn Shah

Humor is a defining characteristic of human beings. Our goal is to develop methods that automatically detect humorous statements and rank them on a continuous scale. In this paper we report on results using a Language Model approach, and…

Computation and Language · Computer Science 2017-05-30 Xinru Yan , Ted Pedersen

Humour, as a complex language form, is derived from myriad aspects of life. Whilst existing work on computational humour has focussed almost exclusively on short pun-based jokes, we investigate whether the ability of Large Language Models…

Computation and Language · Computer Science 2025-09-15 Tyler Loakman , William Thorne , Chenghua Lin

Humor is a magnetic component in everyday human interactions and communications. Computationally modeling humor enables NLP systems to entertain and engage with users. We investigate the effectiveness of prompting, a new transfer learning…

Computation and Language · Computer Science 2022-10-26 Junze Li , Mengjie Zhao , Yubo Xie , Antonis Maronikolakis , Pearl Pu , Hinrich Schütze

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…

Computation and Language · Computer Science 2025-09-08 Xiyuan Gao , Shekhar Nayak , Matt Coler

Despite significant advancements in image segmentation and object detection, understanding complex scenes remains a significant challenge. Here, we focus on graphical humor as a paradigmatic example of image interpretation that requires…

Computer Vision and Pattern Recognition · Computer Science 2025-10-20 Vedaant Jain , Felipe dos Santos Alves Feitosa , Gabriel Kreiman

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