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Sentiment analysis is a very important natural language processing activity in which one identifies the polarity of a text, whether it conveys positive, negative, or neutral sentiment. Along with the growth of social media and the Internet,…

Computation and Language · Computer Science 2025-09-30 Meysam Shirdel Bilehsavar , Negin Mahmoudi , Mohammad Jalili Torkamani , Kiana Kiashemshaki

Sentiment analysis is one of the most fundamental tasks in Natural Language Processing. Popular languages like English, Arabic, Russian, Mandarin, and also Indian languages such as Hindi, Bengali, Tamil have seen a significant amount of…

Computation and Language · Computer Science 2021-06-29 Atharva Kulkarni , Meet Mandhane , Manali Likhitkar , Gayatri Kshirsagar , Raviraj Joshi

The growing prosperity of social networks has brought great challenges to the sentimental tendency mining of users. As more and more researchers pay attention to the sentimental tendency of online users, rich research results have been…

Computation and Language · Computer Science 2019-07-04 Donghang Pan , Jingling Yuan , Lin Li , Deming Sheng

Machine learning approaches in sentiment analysis principally rely on the abundance of resources. To limit this dependence, we propose a novel method called Siamese Network Architecture for Sentiment Analysis (SNASA) to learn…

Computation and Language · Computer Science 2024-03-08 Nurendra Choudhary , Rajat Singh , Ishita Bindlish , Manish Shrivastava

Sentiment analysis is a widely studied NLP task where the goal is to determine opinions, emotions, and evaluations of users towards a product, an entity or a service that they are reviewing. One of the biggest challenges for sentiment…

Computation and Language · Computer Science 2018-06-13 Ethem F. Can , Aysu Ezen-Can , Fazli Can

Sentiment analysis aims to extract people's emotions and opinion from their comments on the web. It widely used in businesses to detect sentiment in social data, gauge brand reputation, and understand customers. Most of articles in this…

Computation and Language · Computer Science 2022-12-13 Ali Nazarizadeh , Touraj Banirostam , Minoo Sayyadpour

Deep learning has emerged as a powerful machine learning technique that learns multiple layers of representations or features of the data and produces state-of-the-art prediction results. Along with the success of deep learning in many…

Computation and Language · Computer Science 2018-01-31 Lei Zhang , Shuai Wang , Bing Liu

Sentiment analysis for code-mixed social media text continues to be an under-explored area. This work adds two common approaches: fine-tuning large transformer models and sample efficient methods like ULMFiT. Prior work demonstrates the…

Computation and Language · Computer Science 2020-08-25 Meghana Bhange , Nirant Kasliwal

This research investigates the area of Music Information Retrieval (MIR) and Music Emotion Recognition (MER) in relation to Sinhala songs, an underexplored field in music studies. The purpose of this study is to analyze the behavior of…

Computation and Language · Computer Science 2025-02-03 W. M. Yomal De Mel , Nisansa de Silva

The surge of social media use brings huge demand of multilingual sentiment analysis (MSA) for unveiling cultural difference. So far, traditional methods resorted to machine translation---translating texts in other languages to English, and…

Computation and Language · Computer Science 2017-10-11 Yujie Lu , Tatsunori Mori

Text mining research has grown in importance in recent years due to the tremendous increase in the volume of unstructured textual data. This has resulted in immense potential as well as obstacles in the sector, which may be efficiently…

Computation and Language · Computer Science 2024-09-01 D Muthusankar , P Kaladevi , V R Sadasivam , R Praveen

Sentiment Analysis (SA) is instrumental in understanding peoples viewpoints facilitating social media monitoring recognizing products and brands and gauging customer satisfaction. Consequently SA has evolved into an active research domain…

Computation and Language · Computer Science 2025-03-03 Gibson Nkhata , Susan Gauch , Usman Anjum , Justin Zhan

Large Language Models (LLMs) have rapidly become central to NLP, demonstrating their ability to adapt to various tasks through prompting techniques, including sentiment analysis. However, we still have a limited understanding of how these…

Computation and Language · Computer Science 2025-06-02 Dario Di Palma , Alessandro De Bellis , Giovanni Servedio , Vito Walter Anelli , Fedelucio Narducci , Tommaso Di Noia

This paper describes our deep learning-based approach to multilingual aspect-based sentiment analysis as part of SemEval 2016 Task 5. We use a convolutional neural network (CNN) for both aspect extraction and aspect-based sentiment…

Computation and Language · Computer Science 2016-09-23 Sebastian Ruder , Parsa Ghaffari , John G. Breslin

Sentiment Analysis is an important algorithm in Natural Language Processing which is used to detect sentiment within some text. In our project, we had chosen to work on analyzing reviews of various drugs which have been reviewed in form of…

Computation and Language · Computer Science 2020-03-27 Sairamvinay Vijayaraghavan , Debraj Basu

Sentiment analysis (SA) in Bengali is challenging due to this Indo-Aryan language's highly inflected properties with more than 160 different inflected forms for verbs and 36 different forms for noun and 24 different forms for pronouns. The…

Computation and Language · Computer Science 2020-12-15 Khondoker Ittehadul Islam , Md. Saiful Islam , Md Ruhul Amin

An increase in the use of smartphones has laid to the use of the internet and social media platforms. The most commonly used social media platforms are Twitter, Facebook, WhatsApp and Instagram. People are sharing their personal…

Computation and Language · Computer Science 2019-12-02 Sonali Rajesh Shah , Abhishek Kaushik

Sentiment analysis plays a crucial role in understanding the sentiment expressed in text data. While sentiment analysis research has been extensively conducted in English and other Western languages, there exists a significant gap in…

Computation and Language · Computer Science 2023-10-03 Aabha Pingle , Aditya Vyawahare , Isha Joshi , Rahul Tangsali , Geetanjali Kale , Raviraj Joshi

Financial sentiment analysis refers to classifying financial text contents into sentiment categories (e.g. positive, negative, and neutral). In this paper, we focus on the classification of financial news title, which is a challenging task…

Computation and Language · Computer Science 2024-01-11 Wei Luo , Dihong Gong

People communicate in more than 7,000 languages around the world, with around 780 languages spoken in India alone. Despite this linguistic diversity, research on Sentiment Analysis has predominantly focused on English text data, resulting…

Computation and Language · Computer Science 2024-09-04 Aekansh Kathunia , Mohammad Kaif , Nalin Arora , N Narotam