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Humour styles can have either a negative or a positive impact on well-being. Given the importance of these styles to mental health, significant research has been conducted on their automatic identification. However, the automated machine…

Computation and Language · Computer Science 2025-04-09 Mary Ogbuka Kenneth , Foaad Khosmood , Abbas Edalat

Sarcasm is a sophisticated way of wrapping any immanent truth, mes-sage, or even mockery within a hilarious manner. The advent of communications using social networks has mass-produced new avenues of socialization. It can be further said…

Computation and Language · Computer Science 2021-06-11 Sourav Das , Anup Kumar Kolya

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

The creation and perception of humour is a fundamental human trait, positioning its computational understanding as one of the most challenging tasks in natural language processing (NLP). As an abstract, creative, and frequently…

Computation and Language · Computer Science 2025-09-26 Tyler Loakman , William Thorne , Chenghua Lin

Sarcasm can be defined as saying or writing the opposite of what one truly wants to express, usually to insult, irritate, or amuse someone. Because of the obscure nature of sarcasm in textual data, detecting it is difficult and of great…

Computation and Language · Computer Science 2022-09-21 Faria Binte Kader , Nafisa Hossain Nujat , Tasmia Binte Sogir , Mohsinul Kabir , Hasan Mahmud , Kamrul Hasan

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

Semantic role labeling (SRL) is a central natural language processing task for understanding predicate-argument structures within texts and enabling downstream applications. Despite extensive research, comprehensive surveys that critically…

Computation and Language · Computer Science 2026-04-08 Huiyao Chen , Meishan Zhang , Jing Li , Lilja Øvrelid , Jan Hajič , Hao Fei , Min Zhang

This paper explores humor detection through a linguistic lens, prioritizing syntactic, semantic, and contextual features over computational methods in Natural Language Processing. We categorize features into syntactic, semantic, and…

Computation and Language · Computer Science 2024-08-13 Tanisha Khurana , Kaushik Pillalamarri , Vikram Pande , Munindar Singh

Sarcasm detection and humor classification are inherently subtle problems, primarily due to their dependence on the contextual and non-verbal information. Furthermore, existing studies in these two topics are usually constrained in…

Computation and Language · Computer Science 2021-06-01 Manjot Bedi , Shivani Kumar , Md Shad Akhtar , Tanmoy Chakraborty

Detecting arguments in online interactions is useful to understand how conflicts arise and get resolved. Users often use figurative language, such as sarcasm, either as persuasive devices or to attack the opponent by an ad hominem argument.…

Computation and Language · Computer Science 2021-01-27 Debanjan Ghosh , Ritvik Shrivastava , Smaranda Muresan

Sarcasm detection is a key task for many natural language processing tasks. In sentiment analysis, for example, sarcasm can flip the polarity of an "apparently positive" sentence and, hence, negatively affect polarity detection performance.…

Computation and Language · Computer Science 2017-07-28 Soujanya Poria , Erik Cambria , Devamanyu Hazarika , Prateek Vij

Irony and sarcasm are two complex linguistic phenomena that are widely used in everyday language and especially over the social media, but they represent two serious issues for automated text understanding. Many labeled corpora have been…

Computation and Language · Computer Science 2019-12-09 Mattia Antonino Di Gangi , Giosué Lo Bosco , Giovanni Pilato

The pervasive use of the Internet and social media introduces significant challenges to automated sentiment analysis, particularly for sarcastic expressions in user-generated content. Sarcasm conveys negative emotions through ostensibly…

Computation and Language · Computer Science 2024-11-05 Zhenkai Qin , Qining Luo , Xunyi Nong

Interpreting figurative language such as sarcasm across multi-modal inputs presents unique challenges, often requiring task-specific fine-tuning and extensive reasoning steps. However, current Chain-of-Thought approaches do not efficiently…

Computation and Language · Computer Science 2025-08-26 Aashish Anantha Ramakrishnan , Aadarsh Anantha Ramakrishnan , Dongwon Lee

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

We present HumorBench, a benchmark designed to evaluate large language models' (LLMs) ability to reason about and explain sophisticated humor in cartoon captions. As reasoning models increasingly saturate existing benchmarks in mathematics…

Computation and Language · Computer Science 2025-07-30 Reuben Narad , Siddharth Suresh , Jiayi Chen , Pine S. L. Dysart-Bricken , Bob Mankoff , Robert Nowak , Jifan Zhang , Lalit Jain

Humour has long been recognized as a key factor in enhancing creativity, group effectiveness, and employee well-being across various domains. However, its occurrence and impact within software engineering (SE) teams remains under-explored.…

Software Engineering · Computer Science 2025-07-08 Dulaji Hidellaarachchi , John Grundy , Rashina Hoda

Irony is a ubiquitous figurative language in daily communication. Previously, many researchers have approached irony from linguistic, cognitive science, and computational aspects. Recently, some progress have been witnessed in automatic…

Computation and Language · Computer Science 2022-09-13 Qingcheng Zeng , An-Ran Li

Sarcasm is a complex linguistic phenomenon that involves a disparity between literal and intended meanings, making it challenging for sentiment analysis and other emotion-sensitive tasks. While traditional sarcasm detection methods…

Computation and Language · Computer Science 2025-08-06 Xinyu Wang , Yue Zhang , Liqiang Jing

Sarcasm detection remains a challenge in natural language understanding, as sarcastic intent often relies on subtle cross-modal cues spanning text, speech, and vision. While prior work has primarily focused on textual or visual-textual…

Computation and Language · Computer Science 2025-09-22 Zhu Li , Xiyuan Gao , Yuqing Zhang , Shekhar Nayak , Matt Coler
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