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Understanding humor-particularly when it involves complex, contradictory narratives that require comparative reasoning-remains a significant challenge for large vision-language models (VLMs). This limitation hinders AI's ability to engage…

计算机视觉与模式识别 · 计算机科学 2026-04-16 Tuo Liang , Zhe Hu , Jing Li , Hao Zhang , Yiren Lu , Yunlai Zhou , Yiran Qiao , Disheng Liu , Jeirui Peng , Jing Ma , Yu Yin

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…

计算与语言 · 计算机科学 2020-10-15 Lily Li , Or Levi , Pedram Hosseini , David A. Broniatowski

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…

计算机视觉与模式识别 · 计算机科学 2025-10-20 Vedaant Jain , Felipe dos Santos Alves Feitosa , Gabriel Kreiman

Recent advancements in large multimodal language models have demonstrated remarkable proficiency across a wide range of tasks. Yet, these models still struggle with understanding the nuances of human humor through juxtaposition,…

计算与语言 · 计算机科学 2026-04-16 Zhe Hu , Tuo Liang , Jing Li , Yiren Lu , Yunlai Zhou , Yiran Qiao , Jing Ma , Yu Yin

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

Recent advances in multimodal AI have enabled progress in detecting synthetic and out-of-context content. However, existing efforts largely overlook the intent behind AI-generated images. To fill this gap, we introduce S-HArM, a multimodal…

计算机视觉与模式识别 · 计算机科学 2025-09-10 Anastasios Skoularikis , Stefanos-Iordanis Papadopoulos , Symeon Papadopoulos , Panagiotis C. Petrantonakis

Aiming towards improving current computational models of humor detection, we propose a new multimodal dataset of stand-up comedies, in seven languages: English, French, Spanish, Italian, Portuguese, Hungarian and Czech. Our dataset of more…

计算与语言 · 计算机科学 2025-05-27 Valentin Barriere , Nahuel Gomez , Leo Hemamou , Sofia Callejas , Brian Ravenet

Satire, a form of artistic expression combining humor with implicit critique, holds significant social value by illuminating societal issues. Despite its cultural and societal significance, satire comprehension, particularly in purely…

计算机视觉与模式识别 · 计算机科学 2025-12-02 Yue Jiang , Haiwei Xue , Minghao Han , Mingcheng Li , Xiaolu Hou , Dingkang Yang , Lihua Zhang , Xu Zheng

Despite the recent advances of the artificial intelligence, building social intelligence remains a challenge. Among social signals, laughter is one of the distinctive expressions that occurs during social interactions between humans. In…

计算与语言 · 计算机科学 2024-05-27 Lee Hyun , Kim Sung-Bin , Seungju Han , Youngjae Yu , Tae-Hyun Oh

Large neural networks can now generate jokes, but do they really "understand" humor? We challenge AI models with three tasks derived from the New Yorker Cartoon Caption Contest: matching a joke to a cartoon, identifying a winning caption,…

计算与语言 · 计算机科学 2023-07-07 Jack Hessel , Ana Marasović , Jena D. Hwang , Lillian Lee , Jeff Da , Rowan Zellers , Robert Mankoff , Yejin Choi

Dark humor often relies on subtle cultural nuances and implicit cues that require contextual reasoning to interpret, posing safety challenges that current static benchmarks fail to capture. To address this, we introduce a novel multimodal,…

计算与语言 · 计算机科学 2026-03-20 Ahmed Sharshar , Hosam Elgendy , Saad El Dine Ahmed , Yasser Rohaim , Yuxia Wang

Dark humor in online memes poses unique challenges due to its reliance on implicit, sensitive, and culturally contextual cues. To address the lack of resources and methods for detecting dark humor in multimodal content, we introduce a novel…

Humor is a fundamental facet of human cognition and interaction. Yet, despite recent advances in natural language processing, humor detection remains a challenging task that is complicated by the scarcity of datasets that pair humorous…

计算与语言 · 计算机科学 2024-06-24 Zachary Horvitz , Jingru Chen , Rahul Aditya , Harshvardhan Srivastava , Robert West , Zhou Yu , Kathleen McKeown

The internet gives the world an open platform to express their views and share their stories. While this is very valuable, it makes fake news one of our society's most pressing problems. Manual fact checking process is time consuming, which…

In this work, we present a new dataset for computational humor, specifically comparative humor ranking, which attempts to eschew the ubiquitous binary approach to humor detection. The dataset consists of tweets that are humorous responses…

计算与语言 · 计算机科学 2017-04-18 Peter Potash , Alexey Romanov , Anna Rumshisky

We introduce a new large-scale dataset that links the assessment of image quality issues to two practical vision tasks: image captioning and visual question answering. First, we identify for 39,181 images taken by people who are blind…

计算机视觉与模式识别 · 计算机科学 2020-03-31 Tai-Yin Chiu , Yinan Zhao , Danna Gurari

Humor is an integral part of human lives. Despite being tremendously impactful, it is perhaps surprising that we do not have a detailed understanding of humor yet. As interactions between humans and AI systems increase, it is imperative…

计算机视觉与模式识别 · 计算机科学 2016-05-09 Arjun Chandrasekaran , Ashwin K. Vijayakumar , Stanislaw Antol , Mohit Bansal , Dhruv Batra , C. Lawrence Zitnick , Devi Parikh

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…

计算与语言 · 计算机科学 2019-09-04 Orion Weller , Kevin Seppi

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,…

计算与语言 · 计算机科学 2025-06-23 Sai Kartheek Reddy Kasu , Shankar Biradar , Sunil Saumya

Memes are a widely popular tool for web users to express their thoughts using visual metaphors. Understanding memes requires recognizing and interpreting visual metaphors with respect to the text inside or around the meme, often while…

计算与语言 · 计算机科学 2023-05-24 EunJeong Hwang , Vered Shwartz
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