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Related papers: On-Device Sentence Similarity for SMS Dataset

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Text analysis includes lexical analysis of the text and has been widely studied and used in diverse applications. In the last decade, researchers have proposed many efficient solutions to analyze / classify large text dataset, however,…

Artificial Intelligence · Computer Science 2015-09-07 Mohammed A. Balubaid , Umar Manzoor

Short Message Service (SMS) based Information Systems (SMSbIS) provide an excellent alternative to a traditional approach of obtaining specific information by direct (through phone) or indirect (IVRS, Web, Email) probing. Information and…

Artificial Intelligence · Computer Science 2015-05-26 Manish R. Joshi , Varsha M. Pathak

This study is to review the approaches used for measuring sentences similarity. Measuring similarity between natural language sentences is a crucial task for many Natural Language Processing applications such as text classification,…

Computation and Language · Computer Science 2019-10-10 Mamdouh Farouk

In the field of social networking services, finding similar users based on profile data is common practice. Smartphones harbor sensor and personal context data that can be used for user profiling. Yet, one vast source of personal data, that…

Social and Information Networks · Computer Science 2019-04-04 Tobias Eichinger , Felix Beierle , Sumsam Ullah Khan , Robin Middelanis , Veeraraghavan Sekar , Sam Tabibzadeh

We receive several essential updates on our smartphones in the form of SMS, documents, voice messages, etc. that get buried beneath the clutter of content. We often do not realize the key information without going through the full content.…

Computation and Language · Computer Science 2022-02-08 Harichandana B S S , Sumit Kumar

Sentence similarity is considered the basis of many natural language tasks such as information retrieval, question answering and text summarization. The semantic meaning between compared text fragments is based on the words semantic…

Information Retrieval · Computer Science 2016-10-17 Issa Atoum , Ahmed Otoom , Narayanan Kulathuramaiyer

Calculating the semantic similarity between sentences is a long dealt problem in the area of natural language processing. The semantic analysis field has a crucial role to play in the research related to the text analytics. The semantic…

Computation and Language · Computer Science 2018-02-22 Atish Pawar , Vijay Mago

Short Message Service (SMS) messages are largely sent directly from one person to another from their mobile phones. They represent a means of personal communication that is an important communicative artifact in our current digital era. As…

Computation and Language · Computer Science 2012-09-04 Tao Chen , Min-Yen Kan

Cluttering of SMS inbox is one of the serious problems that users today face in the digital world where every online login, transaction, along with promotions generate multiple SMS. This problem not only prevents users from searching and…

Computation and Language · Computer Science 2020-12-15 Shubham Vatsal , Naresh Purre , Sukumar Moharana , Gopi Ramena , Debi Prasanna Mohanty

The short message service (SMS) was introduced a generation ago to the mobile phone users. They make up the world's oldest large-scale network, with billions of users and therefore attracts a lot of fraud. Due to the convergence of mobile…

Cryptography and Security · Computer Science 2022-10-20 Muhammad Salman , Muhammad Ikram , Mohamed Ali Kaafar

Now a day's many organizations are required to communicate online on a daily basis, 24-hour, seven-days-a-week, to gain the desired competitive advantages and profits; although there are a variety of disruptions that may occur within…

Networking and Internet Architecture · Computer Science 2011-03-31 Maher Abdel-qader , Ahmad AL-Jaber , Alaa AL-Hamami

Semantic text similarity plays an important role in software engineering tasks in which engineers are requested to clarify the semantics of descriptive labels (e.g., business terms, table column names) that are often consists of too short…

Computation and Language · Computer Science 2023-10-31 Toshihiro Takahashi , Takaaki Tateishi , Michiaki Tatsubori

Semantic Textual Similarity (STS) is a crucial component of many Natural Language Processing (NLP) applications. However, existing approaches typically reduce semantic nuances to a single score, limiting interpretability. To address this,…

Computation and Language · Computer Science 2026-05-15 Diego Miguel Lozano , Daryna Dementieva , Alexander Fraser

With the booming popularity of smartphones, threats related to these devices are increasingly on the rise. Smishing, a combination of SMS (Short Message Service) and phishing has emerged as a treacherous cyber threat used by malicious…

Cryptography and Security · Computer Science 2024-05-31 Daniel Timko , Daniel Hernandez Castillo , Muhammad Lutfor Rahman

Similarity is a comparative-subjective measure that varies with the domain within which it is considered. In several NLP applications such as document classification, pattern recognition, chatbot question-answering, sentiment analysis,…

Machine Learning · Computer Science 2021-11-11 Manuela Nayantara Jeyaraj , Dharshana Kasthurirathna

Semantic textual similarity is one of the open research challenges in the field of Natural Language Processing. Extensive research has been carried out in this field and near-perfect results are achieved by recent transformer-based models…

Computation and Language · Computer Science 2021-07-13 Dhivya Chandrasekaran , Vijay Mago

Semantic textual similarity (STS) systems are designed to encode and evaluate the semantic similarity between words, phrases, sentences, and documents. One method for assessing the quality or authenticity of semantic information encoded in…

Computation and Language · Computer Science 2017-01-04 Kimberly Glasgow , Matthew Roos , Amy Haufler , Mark Chevillet , Michael Wolmetz

In this paper, we pay attention to the issue which is usually overlooked, i.e., \textit{similarity should be determined from different perspectives}. To explore this issue, we release a Multi-Perspective Text Similarity (MPTS) dataset, in…

Computation and Language · Computer Science 2022-02-15 Weijie Liu , Tao Zhu , Weiquan Mao , Zhe Zhao , Weigang Guo , Xuefeng Yang , Qi Ju

Existing methods to measure sentence similarity are faced with two challenges: (1) labeled datasets are usually limited in size, making them insufficient to train supervised neural models; (2) there is a training-test gap for unsupervised…

Computation and Language · Computer Science 2022-02-01 Xiaofei Sun , Yuxian Meng , Xiang Ao , Fei Wu , Tianwei Zhang , Jiwei Li , Chun Fan

The use of short text messages in social media and instant messaging has become a popular communication channel during the last years. This rising popularity has caused an increment in messaging threats such as spam, phishing or malware as…

Computation and Language · Computer Science 2014-08-19 Alejandro Mosquera , Lamine Aouad , Slawomir Grzonkowski , Dylan Morss
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