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In this paper, we investigate a commonsense inference task that unifies natural language understanding and commonsense reasoning. We describe our attempt at SemEval-2020 Task 4 competition: Commonsense Validation and Explanation (ComVE)…

Computation and Language · Computer Science 2020-07-21 Sirwe Saeedi , Aliakbar Panahi , Seyran Saeedi , Alvis C Fong

Sarcasm is a form of figurative language where the intended meaning of a sentence differs from its literal meaning. This poses a serious challenge to several Natural Language Processing (NLP) applications such as Sentiment Analysis, Opinion…

Computation and Language · Computer Science 2022-06-20 Abdelkader El Mahdaouy , Abdellah El Mekki , Kabil Essefar , Abderrahman Skiredj , Ismail Berrada

Computational Humour (CH) has attracted the interest of Natural Language Processing and Computational Linguistics communities. Creating datasets for automatic measurement of humour quotient is difficult due to multiple possible…

Computation and Language · Computer Science 2021-10-26 Anirudh Mittal , Pranav Jeevan , Prerak Gandhi , Diptesh Kanojia , Pushpak Bhattacharyya

This paper presents our submitted system to SemEval 2021 Task 4: Reading Comprehension of Abstract Meaning. Our system uses a large pre-trained language model as the encoder and an additional dual multi-head co-attention layer to strengthen…

Computation and Language · Computer Science 2021-03-31 Yuxin Jiang , Ziyi Shou , Qijun Wang , Hao Wu , Fangzhen Lin

This paper describes the Amobee sentiment analysis system, adapted to compete in SemEval 2017 task 4. The system consists of two parts: a supervised training of RNN models based on a Twitter sentiment treebank, and the use of feedforward…

Computation and Language · Computer Science 2018-07-24 Alon Rozental , Daniel Fleischer

This paper describes the system proposed for addressing the research problem posed in Task 10 of SemEval-2020: Emphasis Selection For Written Text in Visual Media. We propose an end-to-end model that takes as input the text and…

Computation and Language · Computer Science 2020-07-22 Vipul Singhal , Sahil Dhull , Rishabh Agarwal , Ashutosh Modi

SemEval-2026 Task 10 is focused on conspiracy detection. Specifically, the goal is to detect whether a Reddit comment expresses a conspiracy belief. Our submitted mdok-style system utilizes data augmentation and self-training (to cope with…

Computation and Language · Computer Science 2026-05-05 Dominik Macko

A computer model of "a sense of humour" suggested previously [arXiv:0711.2058,0711.2061], relating the humorous effect with a specific malfunction in information processing, is given in somewhat different exposition. Psychological aspects…

Computation and Language · Computer Science 2007-11-27 I. M. Suslov

Despite being a critical communication skill, grasping humor is challenging -- a successful use of humor requires a mixture of both engaging content build-up and an appropriate vocal delivery (e.g., pause). Prior studies on computational…

Computation and Language · Computer Science 2021-07-20 Xingbo Wang , Yao Ming , Tongshuang Wu , Haipeng Zeng , Yong Wang , Huamin Qu

This paper describes our system for SemEval 2025 Task 7: Previously Fact-Checked Claim Retrieval. The task requires retrieving relevant fact-checks for a given input claim from the extensive, multilingual MultiClaim dataset, which comprises…

Computation and Language · Computer Science 2025-03-13 Amirmohammad Azadi , Sina Zamani , Mohammadmostafa Rostamkhani , Sauleh Eetemadi

In this paper we describe our attempt at producing a state-of-the-art Twitter sentiment classifier using Convolutional Neural Networks (CNNs) and Long Short Term Memory (LSTMs) networks. Our system leverages a large amount of unlabeled data…

Computation and Language · Computer Science 2017-04-21 Mathieu Cliche

This work describes the development of different models to detect patronising and condescending language within extracts of news articles as part of the SemEval 2022 competition (Task-4). This work explores different models based on the…

Computation and Language · Computer Science 2022-04-25 Jayant Chhillar

In this paper we present two deep-learning systems that competed at SemEval-2018 Task 3 "Irony detection in English tweets". We design and ensemble two independent models, based on recurrent neural networks (Bi-LSTM), which operate at the…

Humor is one of the few cognitive tasks where getting the reasoning right matters as much as getting the answer right. While recent work evaluates humor understanding on benchmarks such as the New Yorker Cartoon Caption Contest (NYCC), it…

Artificial Intelligence · Computer Science 2026-04-17 Hatice Merve Vural , Doga Kukul , Ege Erdem Ozlu , Demir Ekin Arikan , Bob Mankoff , Erkut Erdem , Aykut Erdem

With the recent advances in Artificial Intelligence (AI) and Large Language Models (LLMs), the automation of daily tasks, like automatic writing, is getting more and more attention. Hence, efforts have focused on aligning LLMs with human…

Computation and Language · Computer Science 2025-06-09 Mohammadamin Shafiei , Hamidreza Saffari

This paper describes our contribution to the SemEval-2020 Task 9 on Sentiment Analysis for Code-mixed Social Media Text. We investigated two approaches to solve the task of Hinglish sentiment analysis. The first approach uses cross-lingual…

Computation and Language · Computer Science 2020-10-22 Pranaydeep Singh , Els Lefever

This paper describes our system that has been used in Task1 Affect in Tweets. We combine two different approaches. The first one called N-Stream ConvNets, which is a deep learning approach where the second one is XGboost regresseor based on…

Computation and Language · Computer Science 2018-02-27 Mohammed Jabreel , Antonio Moreno

In this paper, we present language model system submitted to SemEval-2020 Task 4 competition: "Commonsense Validation and Explanation". We participate in two subtasks for subtask A: validation and subtask B: Explanation. We implemented with…

Computation and Language · Computer Science 2020-09-08 Pai Liu

We present SemEval-2024 Task 10, a shared task centred on identifying emotions and finding the rationale behind their flips within monolingual English and Hindi-English code-mixed dialogues. This task comprises three distinct subtasks -…

Computation and Language · Computer Science 2024-03-01 Shivani Kumar , Md Shad Akhtar , Erik Cambria , Tanmoy Chakraborty

Reading is a complex process which requires proper understanding of texts in order to create coherent mental representations. However, comprehension problems may arise due to hard-to-understand sections, which can prove troublesome for…

Computation and Language · Computer Science 2021-04-15 George-Eduard Zaharia , Dumitru-Clementin Cercel , Mihai Dascalu