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Sentiment Analysis and Emotion Detection in conversation is key in several real-world applications, with an increase in modalities available aiding a better understanding of the underlying emotions. Multi-modal Emotion Detection and…

Computation and Language · Computer Science 2020-08-04 Aman Shenoy , Ashish Sardana

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

Understanding satire and humor is a challenging task for even current Vision-Language models. In this paper, we propose the challenging tasks of Satirical Image Detection (detecting whether an image is satirical), Understanding (generating…

Computer Vision and Pattern Recognition · Computer Science 2024-09-23 Abhilash Nandy , Yash Agarwal , Ashish Patwa , Millon Madhur Das , Aman Bansal , Ankit Raj , Pawan Goyal , Niloy Ganguly

Multimodal sarcasm detection (MSD) aims to identify sarcastic intent from semantic incongruity between text and image. Although recent methods have improved MSD through cross-modal interaction and incongruity reasoning, most still treat…

Computer Vision and Pattern Recognition · Computer Science 2026-05-05 Zhenyu Wang , Weichen Cheng , Weijia Li , Junjie Mou , Zongyou Zhao , Guoying Zhang

A new core hypothesis on laughter is presented. It has been built by putting together ideas from several disciplines: neurodynamics, evolutionary neurobiology, paleoanthropology, social networks, and communication studies. The hypothesis…

Neurons and Cognition · Quantitative Biology 2010-10-28 Pedro C. Marijuan , Jorge Navarro

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…

Computer Vision and Pattern Recognition · Computer Science 2025-09-10 Anastasios Skoularikis , Stefanos-Iordanis Papadopoulos , Symeon Papadopoulos , Panagiotis C. Petrantonakis

Humor recognition aims to identify whether a specific speaker's text is humorous. Current methods for humor recognition mainly suffer from two limitations: (1) they solely focus on one aspect of humor commonalities, ignoring the…

Computation and Language · Computer Science 2025-02-10 Haohao Zhu , Junyu Lu , Zeyuan Zeng , Zewen Bai , Xiaokun Zhang , Liang Yang , Hongfei Lin

Comedy serves as a profound reflection of the times we live in and is a staple element of human interactions. In light of the widespread adoption of Large Language Models (LLMs), the intersection of humor and AI has become no laughing…

Computation and Language · Computer Science 2025-11-25 Adrianna Romanowski , Pedro H. V. Valois , Kazuhiro Fukui

Humor generation is a challenging task in natural language processing due to limited resources and the quality of existing datasets. Available humor language resources often suffer from toxicity and duplication, limiting their effectiveness…

Computation and Language · Computer Science 2024-12-13 Dmitry Vikhorev , Daria Galimzianova , Svetlana Gorovaia , Elizaveta Zhemchuzhina , Ivan P. Yamshchikov

Wit is a form of rich interaction that is often grounded in a specific situation (e.g., a comment in response to an event). In this work, we attempt to build computational models that can produce witty descriptions for a given image.…

Computation and Language · Computer Science 2018-06-01 Arjun Chandrasekaran , Devi Parikh , Mohit Bansal

Humor is an important social phenomenon, serving complex social and psychological functions. However, despite being studied for millennia humor is computationally not well understood, often considered an AI-complete problem. In this work,…

Computation and Language · Computer Science 2021-06-08 Chen Shani , Nadav Borenstein , Dafna Shahaf

Figures of speech such as metaphors, similes, and idioms are integral parts of human communication. They are ubiquitous in many forms of discourse, allowing people to convey complex, abstract ideas and evoke emotion. As figurative forms are…

Computation and Language · Computer Science 2023-11-28 Ron Yosef , Yonatan Bitton , Dafna Shahaf

Laughter is a social non-vocalization that is universal across cultures and languages, and is crucial for human communication, including social bonding and communication signaling. However, detecting laughter in audio is a challenging task,…

Computation and Language · Computer Science 2026-05-14 Sofia Callejas , Nahuel Gomez , Catherine Pelachaud , Brian Ravenet , Valentin Barriere

Representation learning is the foundation of natural language processing (NLP). This work presents new methods to employ visual information as assistant signals to general NLP tasks. For each sentence, we first retrieve a flexible number of…

Computation and Language · Computer Science 2023-01-10 Zhuosheng Zhang , Kehai Chen , Rui Wang , Masao Utiyama , Eiichiro Sumita , Zuchao Li , Hai Zhao

Humor is prevalent in online communications and it often relies on more than one modality (e.g., cartoons and memes). Interpreting humor in multimodal settings requires drawing on diverse types of knowledge, including metaphorical,…

Computation and Language · Computer Science 2025-10-06 EunJeong Hwang , Peter West , Vered Shwartz

Humor is a central aspect of human communication that has not been solved for artificial agents so far. Large language models (LLMs) are increasingly able to capture implicit and contextual information. Especially, OpenAI's ChatGPT recently…

Artificial Intelligence · Computer Science 2023-06-08 Sophie Jentzsch , Kristian Kersting

Computational humor is a frontier for creating advanced and engaging natural language processing (NLP) applications, such as sophisticated dialogue systems. While previous studies have benchmarked the humor capabilities of Large Language…

Computation and Language · Computer Science 2025-11-17 Ritsu Sakabe , Hwichan Kim , Tosho Hirasawa , Mamoru Komachi

Human communication is inherently multimodal, involving a combination of verbal and non-verbal cues such as speech, facial expressions, and body gestures. Modeling these behaviors is essential for understanding human interaction and for…

Computer Vision and Pattern Recognition · Computer Science 2024-12-17 Changan Chen , Juze Zhang , Shrinidhi K. Lakshmikanth , Yusu Fang , Ruizhi Shao , Gordon Wetzstein , Li Fei-Fei , Ehsan Adeli

Background: Humor is a fundamental part of human communication, with prior work linking positive humor in the workplace to positive outcomes, such as improved performance and job satisfaction. Aims: This study aims to investigate…

Software Engineering · Computer Science 2024-12-18 Miikka Kuutila , Leevi Rantala , Junhao Li , Simo Hosio , Mika Mäntylä

Objective criteria for universal semantic components that distinguish a humorous utterance from a non-humorous one are presently under debate. In this article, we give an in-depth observation of our system of self-paced reading for…

Computation and Language · Computer Science 2024-07-11 Elena Mikhalkova , Nadezhda Ganzherli , Julia Murzina