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Human communication often involves the use of verbal irony or sarcasm, where the speakers usually mean the opposite of what they say. To better understand how verbal irony is expressed by the speaker and interpreted by the hearer we conduct…

Computation and Language · Computer Science 2020-05-12 Debanjan Ghosh , Elena Musi , Kartikeya Upasani , Smaranda Muresan

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

A systematic literature review (SLR) is a methodology used to find and aggregate all relevant existing evidence about a specific research question of interest. Important decisions need to be made at several points in the review process,…

Software Engineering · Computer Science 2020-12-22 Katia R. Felizardo , Stephen G. MacDonell , Emília Mendes , José Carlos Maldonado

Humor, as both a creative human activity and a social binding mechanism, has long posed a major challenge for AI generation. Although producing humor requires complex cognitive reasoning and social understanding, theories of humor suggest…

Computation and Language · Computer Science 2026-03-25 Jiajun Zhang , Shijia Luo , Ruikang Zhang , Qi Su

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

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…

Computation and Language · Computer Science 2017-04-18 Peter Potash , Alexey Romanov , Anna Rumshisky

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

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

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

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

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

Sarcasm detection identifies natural language expressions whose intended meaning is different from what is implied by its surface meaning. It finds applications in many NLP tasks such as opinion mining, sentiment analysis, etc. Today,…

Multimedia · Computer Science 2021-10-04 Sundesh Gupta , Aditya Shah , Miten Shah , Laribok Syiemlieh , Chandresh Maurya

For the purpose of automatically evaluating speakers' humor usage, we build a presentation corpus containing humorous utterances based on TED talks. Compared to previous data resources supporting humor recognition research, ours has several…

Computation and Language · Computer Science 2017-05-10 Lei Chen , Chong MIn Lee

Sarcasm is an intricate form of speech, where meaning is conveyed implicitly. Being a convoluted form of expression, detecting sarcasm is an assiduous problem. The difficulty in recognition of sarcasm has many pitfalls, including…

Computation and Language · Computer Science 2020-06-02 Kartikey Pant , Tanvi Dadu

Recent advances in artificial intelligence (AI) and natural language processing (NLP) have enabled tools to support systematic literature reviews (SLRs), yet existing frameworks often produce outputs that are efficient but contextually…

General Finance · Quantitative Finance 2026-03-19 Wei Wei , Jin Zheng , Zining Wang

Subjective language understanding refers to a broad set of natural language processing tasks where the goal is to interpret or generate content that conveys personal feelings, opinions, or figurative meanings rather than objective facts.…

Computation and Language · Computer Science 2025-08-12 Changhao Song , Yazhou Zhang , Hui Gao , Ben Yao , Peng Zhang

Considering the large amount of content created online by the minute, slang-aware automatic tools are critically needed to promote social good, and assist policymakers and moderators in restricting the spread of offensive language, abuse,…

Computation and Language · Computer Science 2023-02-02 Aravinda Kolla , Filip Ilievski , Hông-Ân Sandlin , Alain Mermoud

Conversational Recommender Systems (CRSs) have garnered attention as a novel approach to delivering personalized recommendations through multi-turn dialogues. This review developed a taxonomy framework to systematically categorize relevant…

Human-Computer Interaction · Computer Science 2025-06-26 Haoran Zhang , Xin Zhao , Jinze Chen , Junpeng Guo

Sarcasm is a specific type of irony which involves discerning what is said from what is meant. Detecting sarcasm depends not only on the literal content of an utterance but also on non-verbal cues such as speaker's tonality, facial…

Machine Learning · Computer Science 2025-10-29 Anisha Saha , Varsha Suresh , Timothy Hospedales , Vera Demberg

Puns are a form of humorous wordplay that exploits polysemy and phonetic similarity. While LLMs have shown promise in detecting puns, we show in this paper that their understanding often remains shallow, lacking the nuanced grasp typical of…

Computation and Language · Computer Science 2025-09-23 Alessandro Zangari , Matteo Marcuzzo , Andrea Albarelli , Mohammad Taher Pilehvar , Jose Camacho-Collados
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