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Since their inception, transformer-based language models have led to impressive performance gains across multiple natural language processing tasks. For Arabic, the current state-of-the-art results on most datasets are achieved by the…

计算与语言 · 计算机科学 2021-03-11 Amey Hengle , Atharva Kshirsagar , Shaily Desai , Manisha Marathe

The role of predicting sarcasm in the text is known as automatic sarcasm detection. Given the prevalence and challenges of sarcasm in sentiment-bearing text, this is a critical phase in most sentiment analysis tasks. With the increasing…

计算与语言 · 计算机科学 2021-08-04 Bashar Talafha , Muhy Eddin Za'ter , Samer Suleiman , Mahmoud Al-Ayyoub , Mohammed N. Al-Kabi

This paper presents our approach to address the EACL WANLP-2021 Shared Task 1: Nuanced Arabic Dialect Identification (NADI). The task is aimed at developing a system that identifies the geographical location(country/province) from where an…

计算与语言 · 计算机科学 2021-02-23 Anshul Wadhawan

This paper describes our submission to SemEval-2022 Task 6 on sarcasm detection and its five subtasks for English and Arabic. Sarcasm conveys a meaning which contradicts the literal meaning, and it is mainly found on social networks. It has…

计算与语言 · 计算机科学 2022-03-09 Shubham Kumar Nigam , Mosab Shaheen

The prominence of figurative language devices, such as sarcasm and irony, poses serious challenges for Arabic Sentiment Analysis (SA). While previous research works tackle SA and sarcasm detection separately, this paper introduces an…

计算与语言 · 计算机科学 2021-06-24 Abdelkader El Mahdaouy , Abdellah El Mekki , Kabil Essefar , Nabil El Mamoun , Ismail Berrada , Ahmed Khoumsi

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…

计算与语言 · 计算机科学 2022-06-20 Abdelkader El Mahdaouy , Abdellah El Mekki , Kabil Essefar , Abderrahman Skiredj , Ismail Berrada

Sentiment analysis becomes an essential part of every social network, as it enables decision-makers to know more about users' opinions in almost all life aspects. Despite its importance, there are multiple issues it encounters like the…

计算与语言 · 计算机科学 2023-02-07 Abdelrahman Kaseb , Mona Farouk

Sentiment analysis is a highly subjective and challenging task. Its complexity further increases when applied to the Arabic language, mainly because of the large variety of dialects that are unstandardized and widely used in the Web,…

计算与语言 · 计算机科学 2019-06-06 Ramy Baly , Alaa Khaddaj , Hazem Hajj , Wassim El-Hajj , Khaled Bashir Shaban

Sarcasm is an intricate form of speech, where meaning is conveyed implicitly. Being a convoluted form of expression, detecting sarcasm is an assiduous problem. The difficulty in recognition of sarcasm has many pitfalls, including…

计算与语言 · 计算机科学 2020-06-02 Kartikey Pant , Tanvi Dadu

Detecting sarcasm and verbal irony from people's subjective statements is crucial to understanding their intended meanings and real sentiments and positions in social scenarios. This paper describes the X-PuDu system that participated in…

计算与语言 · 计算机科学 2022-12-01 Yaqian Han , Yekun Chai , Shuohuan Wang , Yu Sun , Hongyi Huang , Guanghao Chen , Yitong Xu , Yang Yang

This paper describes the systems submitted to iSarcasm shared task. The aim of iSarcasm is to identify the sarcastic contents in Arabic and English text. Our team participated in iSarcasm for the Arabic language. A multi-Layer machine…

计算与语言 · 计算机科学 2022-05-19 Nsrin Ashraf , Fathy Elkazaz , Mohamed Taha , Hamada Nayel , Tarek Elshishtawy

Sarcasm is a form of communication in whichthe person states opposite of what he actually means. It is ambiguous in nature. In this paper, we propose using machine learning techniques with BERT and GloVe embeddings to detect sarcasm in…

计算与语言 · 计算机科学 2024-09-05 Akshay Khatri , Pranav P , Anand Kumar M

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…

计算与语言 · 计算机科学 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…

计算与语言 · 计算机科学 2018-10-17 Abdulaziz M. Alayba , Vasile Palade , Matthew England , Rahat Iqbal

Sarcasm detection identifies natural language expressions whose intended meaning is different from what is implied by its surface meaning. It finds applications in many NLP tasks such as opinion mining, sentiment analysis, etc. Today,…

多媒体 · 计算机科学 2021-10-04 Sundesh Gupta , Aditya Shah , Miten Shah , Laribok Syiemlieh , Chandresh 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…

Sarcasm detection is an essential task that can help identify the actual sentiment in user-generated data, such as discussion forums or tweets. Sarcasm is a sophisticated form of linguistic expression because its surface meaning usually…

计算与语言 · 计算机科学 2023-01-06 Oxana Vitman , Yevhen Kostiuk , Grigori Sidorov , Alexander Gelbukh

Speech acts are a speakers actions when performing an utterance within a conversation, such as asking, recommending, greeting, or thanking someone, expressing a thought, or making a suggestion. Understanding speech acts helps interpret the…

计算与语言 · 计算机科学 2024-02-01 Khadejaa Alshehri , Areej Alhothali , Nahed Alowidi

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.…

计算与语言 · 计算机科学 2017-07-28 Soujanya Poria , Erik Cambria , Devamanyu Hazarika , Prateek Vij

The importance of building sentiment analysis tools for Arabic social media has been recognized during the past couple of years, especially with the rapid increase in the number of Arabic social media users. One of the main difficulties in…

计算与语言 · 计算机科学 2017-10-26 Samhaa R. El-Beltagy , Talaat Khalil , Amal Halaby , Muhammad Hammad
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