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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

Inductive logic programming (ILP) is a form of logical machine learning. The goal is to search a hypothesis space for a hypothesis that generalises training examples and background knowledge. We introduce an approach that 'shrinks' the…

Artificial Intelligence · Computer Science 2026-05-18 Andrew Cropper , Filipe Gouveia , David M. Cerna

While Large Language Models (LLMs) have demonstrated impressive natural language understanding capabilities across various text-based tasks, understanding humor has remained a persistent challenge. Humor is frequently multimodal, relying on…

Computation and Language · Computer Science 2024-12-10 Ashwin Baluja

Most machine learning models are designed to maximize predictive accuracy. In this work, we explore a different goal: building classifiers that are interesting. An ``interesting classifier'' is one that uses unusual or unexpected features,…

Machine Learning · Computer Science 2025-08-28 Ryoma Sato

Humblebragging is a phenomenon in which individuals present self-promotional statements under the guise of modesty or complaints. For example, a statement like, "Ugh, I can't believe I got promoted to lead the entire team. So stressful!",…

Computation and Language · Computer Science 2025-06-03 Sharath Naganna , Saprativa Bhattacharjee , Biplab Banerjee , Pushpak Bhattacharyya

This paper presents novel prompting techniques to improve the performance of automatic summarization systems for scientific articles. Scientific article summarization is highly challenging due to the length and complexity of these…

Computation and Language · Computer Science 2023-12-18 Aldan Creo , Manuel Lama , Juan C. Vidal

Hardware, systems and algorithms research communities have historically had different incentive structures and fluctuating motivation to engage with each other explicitly. This historical treatment is odd given that hardware and software…

Computers and Society · Computer Science 2020-09-23 Sara Hooker

Humor plays an important role in human languages and it is essential to model humor when building intelligence systems. Among different forms of humor, puns perform wordplay for humorous effects by employing words with double entendre and…

Computation and Language · Computer Science 2020-05-01 Yichao Zhou , Jyun-Yu Jiang , Jieyu Zhao , Kai-Wei Chang , Wei Wang

New scientific ideas drive progress, yet measuring scientific novelty remains challenging. We use natural language processing to detect the origin and impact of new ideas in scientific publications. To validate our methods, we analyze Nobel…

General Economics · Economics 2025-02-25 Sam Arts , Nicola Melluso , Reinhilde Veugelers

As more and more academic papers are being submitted to conferences and journals, evaluating all these papers by professionals is time-consuming and can cause inequality due to the personal factors of the reviewers. In this paper, in order…

Computation and Language · Computer Science 2018-05-11 Pengcheng Yang , Xu Sun , Wei Li , Shuming Ma

We present a novel multimodal preference dataset for creative tasks, consisting of over 250 million human ratings on more than 2.2 million captions, collected through crowdsourcing rating data for The New Yorker's weekly cartoon caption…

Building datasets of creative text, such as humor, is quite challenging. We introduce FunLines, a competitive game where players edit news headlines to make them funny, and where they rate the funniness of headlines edited by others.…

Artificial Intelligence · Computer Science 2020-02-07 Nabil Hossain , John Krumm , Tanvir Sajed , Henry Kautz

Sarcasm Detection has enjoyed great interest from the research community, however the task of predicting sarcasm in a text remains an elusive problem for machines. Past studies mostly make use of twitter datasets collected using hashtag…

Machine Learning · Computer Science 2022-10-17 Rishabh Misra , Prahal Arora

What is an effective expression that draws laughter from human beings? In the present paper, in order to consider this question from an academic standpoint, we generate an image caption that draws a "laugh" by a computer. A system that…

Computer Vision and Pattern Recognition · Computer Science 2018-05-31 Kota Yoshida , Munetaka Minoguchi , Kenichiro Wani , Akio Nakamura , Hirokatsu Kataoka

Humor generation poses a significant challenge for Large Language Models (LLMs), because their standard training objective (next-token prediction) inherently conflicts with the surprise and incongruity required for comedy. To bridge this…

Computation and Language · Computer Science 2026-05-29 Edward Ajayi , Prasenjit Mitra

In this position paper, we review the eclectic recent history of academic and artistic works involving computational systems for humor generation, and focus specifically on live performance. We make the case that AI comedy should be…

Computation and Language · Computer Science 2025-01-16 Piotr Wojciech Mirowski , Boyd Branch , Kory Wallace Mathewson

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

Automated detection of semantically equivalent questions in longitudinal social science surveys is crucial for long-term studies informing empirical research in the social, economic, and health sciences. Retrieving equivalent questions…

Computation and Language · Computer Science 2025-07-08 Wing Yan Li , Zeqiang Wang , Jon Johnson , Suparna De

Humor holds up a mirror to social perception: what we find funny often reflects who we are and how we judge others. When language models engage with humor, their reactions expose the social assumptions they have internalized from training…

Computation and Language · Computer Science 2026-04-22 Shubin Kim , Yejin Son , Junyeong Park , Keummin Ka , Seungbeen Lee , Jaeyoung Lee , Hyeju Jang , Alice Oh , Youngjae Yu

ChatGPT has enabled access to AI-generated writing for the masses, and within just a few months, this product has disrupted the knowledge economy, initiating a culture shift in the way people work, learn, and write. The need to discriminate…

Machine Learning · Computer Science 2023-03-30 Heather Desaire , Aleesa E. Chua , Madeline Isom , Romana Jarosova , David Hua
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