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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

This paper describes our system for SemEval-2022 Task 2 Multilingual Idiomaticity Detection and Sentence Embedding sub-task B. We modify a standard BERT sentence transformer by adding embeddings for each idioms, which are created using…

Computation and Language · Computer Science 2022-05-26 Dylan Phelps

Computational models for sarcasm detection have often relied on the content of utterances in isolation. However, the speaker's sarcastic intent is not always apparent without additional context. Focusing on social media discussions, we…

Computation and Language · Computer Science 2018-08-29 Debanjan Ghosh , Alexander R. Fabbri , Smaranda Muresan

This paper presents the design and development of multi-dialect automatic speech recognition for Arabic. Deep neural networks are becoming an effective tool to solve sequential data problems, particularly, adopting an end-to-end training of…

Audio and Speech Processing · Electrical Eng. & Systems 2021-12-30 Abbas Raza Ali

With the increased use of social media platforms by people across the world, many new interesting NLP problems have come into existence. One such being the detection of sarcasm in the social media texts. We present a corpus of tweets for…

Computation and Language · Computer Science 2020-12-17 Akshita Aggarwal , Anshul Wadhawan , Anshima Chaudhary , Kavita Maurya

A positive phrase or a sentence with an underlying negative motive is usually defined as sarcasm that is widely used in today's social media platforms such as Facebook, Twitter, Reddit, etc. In recent times active users in social media…

Computation and Language · Computer Science 2023-03-23 Ramisa Anan , Tasnim Sakib Apon , Zeba Tahsin Hossain , Elizabeth Antora Modhu , Sudipta Mondal , MD. Golam Rabiul Alam

Sarcasm is a nuanced and often misinterpreted form of communication, especially in text, where tone and body language are absent. This paper proposes a modular deep learning framework for sarcasm detection, leveraging Deep Convolutional…

Computation and Language · Computer Science 2025-10-14 Manas Zambre , Sarika Bobade

We explore two methods for representing authors in the context of textual sarcasm detection: a Bayesian approach that directly represents authors' propensities to be sarcastic, and a dense embedding approach that can learn interactions…

Computation and Language · Computer Science 2018-08-28 Y. Alex Kolchinski , Christopher Potts

SemEval-2024 Task 8 provides a challenge to detect human-written and machine-generated text. There are 3 subtasks for different detection scenarios. This paper proposes a system that mainly deals with Subtask B. It aims to detect if given…

Computation and Language · Computer Science 2024-04-02 Renhua Gu , Xiangfeng Meng

Sarcasm is often expressed through several verbal and non-verbal cues, e.g., a change of tone, overemphasis in a word, a drawn-out syllable, or a straight looking face. Most of the recent work in sarcasm detection has been carried out on…

Computation and Language · Computer Science 2019-06-06 Santiago Castro , Devamanyu Hazarika , Verónica Pérez-Rosas , Roger Zimmermann , Rada Mihalcea , Soujanya Poria

Sarcasm is hard to interpret as human beings. Being able to interpret sarcasm is often termed as a sign of intelligence, given the complex nature of sarcasm. Hence, this is a field of Natural Language Processing which is still complex for…

Computation and Language · Computer Science 2024-12-03 Harleen Kaur Bagga , Jasmine Bernard , Sahil Shaheen , Sarthak Arora

Multimodal sarcasm detection has recently garnered significant attention. However, existing benchmarks suffer from coarse-grained annotations and limited cultural coverage, which hinder research into fine-grained semantic understanding. To…

Computation and Language · Computer Science 2026-04-21 Junzhao Zhang , Hsiu-Yuan Huang , Chenming Tang , Yutong Yang , Yunfang Wu

In this paper, we describe the system submitted for the SemEval 2018 Task 3 (Irony detection in English tweets) Subtask A by the team Binarizer. Irony detection is a key task for many natural language processing works. Our method treats…

Computation and Language · Computer Science 2018-05-04 Nishant Nikhil , Muktabh Mayank Srivastava

Sarcasm is the use of words usually used to either mock or annoy someone, or for humorous purposes. Sarcasm is largely used in social networks and microblogging websites, where people mock or censure in a way that makes it difficult even…

Computation and Language · Computer Science 2023-02-07 Alif Tri Handoyo , Hidayaturrahman , Derwin Suhartono

We present our system for the two subtasks of the shared task on propaganda detection in Arabic, part of WANLP'2022. Subtask 1 is a multi-label classification problem to find the propaganda techniques used in a given tweet. Our system for…

Computation and Language · Computer Science 2022-11-01 Shubham Mittal , Preslav Nakov

The complexities of Arabic language in morphology, orthography and dialects makes sentiment analysis for Arabic more challenging. Also, text feature extraction from short messages like tweets, in order to gauge the sentiment, makes this…

Computation and Language · Computer Science 2018-10-17 Abdulaziz M. Alayba , Vasile Palade , Matthew England , Rahat Iqbal

In the past decade, sarcasm detection has been intensively conducted in a textual scenario. With the popularization of video communication, the analysis in multi-modal scenarios has received much attention in recent years. Therefore,…

Computation and Language · Computer Science 2021-10-01 Xiaoqiang Zhang , Ying Chen , Guangyuan Li

Sarcasm is a form of irony that requires readers or listeners to interpret its intended meaning by considering context and social cues. Machine learning classification models have long had difficulty detecting sarcasm due to its social…

Computation and Language · Computer Science 2025-01-28 Montgomery Gole , Williams-Paul Nwadiugwu , Andriy Miranskyy

Large Language Models (LLMs) have shown remarkable capabilities, not only in generating human-like text, but also in acquiring knowledge. This highlights the need to go beyond the typical Natural Language Processing downstream benchmarks…

Computation and Language · Computer Science 2025-01-03 Ahmad Mustapha , Hadi Al-Khansa , Hadi Al-Mubasher , Aya Mourad , Ranam Hamoud , Hasan El-Husseini , Marwah Al-Sakkaf , Mariette Awad

Sarcasm is a form of irony that involves saying or writing something that is opposite or opposite to what one really means, often in a humorous or mocking way. It is often used to mock or mock someone or something, or to be humorous or…

Computation and Language · Computer Science 2022-12-26 Ishita Goyal , Priyank Bhandia , Sanjana Dulam
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