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Related papers: JokeMeter at SemEval-2020 Task 7: Convolutional hu…

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This paper presents our strategies in SemEval 2020 Task 4: Commonsense Validation and Explanation. We propose a novel way to search for evidence and choose the different large-scale pre-trained models as the backbone for three subtasks. The…

Computation and Language · Computer Science 2020-07-27 Jiajing Wan , Xinting Huang

In this paper, we describe a methodology to predict sentiment in code-mixed tweets (hindi-english). Our team called verissimo.manoel in CodaLab developed an approach based on an ensemble of four models (MultiFiT, BERT, ALBERT, and XLNET).…

This paper describes a system submitted by team BigGreen to LCP 2021 for predicting the lexical complexity of English words in a given context. We assemble a feature engineering-based model with a deep neural network model founded on BERT.…

Computation and Language · Computer Science 2021-07-29 Aadil Islam , Weicheng Ma , Soroush Vosoughi

Humor is an essential human trait. Efforts to understand humor have called out links between humor and the foundations of cognition, as well as the importance of humor in social engagement. As such, it is a promising and important subject…

Artificial Intelligence · Computer Science 2019-08-14 Robert West , Eric Horvitz

The experimental landscape in natural language processing for social media is too fragmented. Each year, new shared tasks and datasets are proposed, ranging from classics like sentiment analysis to irony detection or emoji prediction.…

Computation and Language · Computer Science 2020-10-27 Francesco Barbieri , Jose Camacho-Collados , Leonardo Neves , Luis Espinosa-Anke

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

The computer realization of a "sense of humour" requires the creation of an algorithm for solving the "linguistic problem", i.e. the problem of recognizing a continuous sequence of polysemantic images. Such algorithm may be realized in the…

Neurons and Cognition · Quantitative Biology 2007-11-27 I. M. Suslov

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

In this paper we describe our work towards building a generic framework for both multi-modal embedding and multi-label binary classification tasks, while participating in task 5 (Multimedia Automatic Misogyny Identification) of SemEval 2022…

Computation and Language · Computer Science 2022-06-16 Ahmed Mahran , Carlo Alessandro Borella , Konstantinos Perifanos

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…

Computation and Language · Computer Science 2025-05-27 Valentin Barriere , Nahuel Gomez , Leo Hemamou , Sofia Callejas , Brian Ravenet

The paper describes the best performing system for the SemEval-2018 Affect in Tweets (English) sub-tasks. The system focuses on the ordinal classification and regression sub-tasks for valence and emotion. For ordinal classification valence…

Computation and Language · Computer Science 2018-04-18 Venkatesh Duppada , Royal Jain , Sushant Hiray

SemEval-2025 Task 7: Multilingual and Crosslingual Fact-Checked Claim Retrieval is approached as a Learning-to-Rank task using a bi-encoder model fine-tuned from a pre-trained transformer optimized for sentence similarity. Training used…

Computation and Language · Computer Science 2025-08-06 Pranshu Rastogi

This paper describes the UM-IU@LING's system for the SemEval 2019 Task 6: OffensEval. We take a mixed approach to identify and categorize hate speech in social media. In subtask A, we fine-tuned a BERT based classifier to detect abusive…

Computation and Language · Computer Science 2019-04-09 Jian Zhu , Zuoyu Tian , Sandra Kübler

This paper presents our submission to the SemEval 2020 - Task 10 on emphasis selection in written text. We approach this emphasis selection problem as a sequence labeling task where we represent the underlying text with various contextual…

Computation and Language · Computer Science 2020-09-08 Sarthak Anand , Pradyumna Gupta , Hemant Yadav , Debanjan Mahata , Rakesh Gosangi , Haimin Zhang , Rajiv Ratn Shah

This paper describes our NIHRIO system for SemEval-2018 Task 3 "Irony detection in English tweets". We propose to use a simple neural network architecture of Multilayer Perceptron with various types of input features including: lexical,…

Computation and Language · Computer Science 2018-04-10 Thanh Vu , Dat Quoc Nguyen , Xuan-Son Vu , Dai Quoc Nguyen , Michael Catt , Michael Trenell

In the past few years, the meme has become a new way of communication on the Internet. As memes are the images with embedded text, it can quickly spread hate, offence and violence. Classifying memes are very challenging because of their…

Computer Vision and Pattern Recognition · Computer Science 2021-03-02 Eftekhar Hossain , Omar Sharif , Mohammed Moshiul Hoque

This paper describes our system for SemEval-2021 Task 5 on Toxic Spans Detection. We developed ensemble models using BERT-based neural architectures and post-processing to combine tokens into spans. We evaluated several pre-trained language…

Computation and Language · Computer Science 2021-08-30 Mikhail Kotyushev , Anna Glazkova , Dmitry Morozov

Humor, deeply rooted in societal meanings and cultural details, poses a unique challenge for machines. While advances have been made in natural language processing, real-world humor often thrives in a multi-modal context, encapsulated…

Computer Vision and Pattern Recognition · Computer Science 2025-06-12 Yuyan Chen , Songzhou Yan , Zhihong Zhu , Zhixu Li , Yanghua Xiao

Humour translation plays a vital role as a bridge between different cultures, fostering understanding and communication. Although most existing Large Language Models (LLMs) are capable of general translation tasks, these models still…

Computation and Language · Computer Science 2025-07-15 Yuchen Su , Yonghua Zhu , Yang Chen , Diana Benavides-Prado , Michael Witbrock

It is fairly common to use code-mixing on a social media platform to express opinions and emotions in multilingual societies. The purpose of this task is to detect the sentiment of code-mixed social media text. Code-mixed text poses a great…

Computation and Language · Computer Science 2020-10-13 Jun Kong , Jin Wang , Xuejie Zhang
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