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Online reviews have a significant influence on customers' purchasing decisions for any products or services. However, fake reviews can mislead both consumers and companies. Several models have been developed to detect fake reviews using…

计算与语言 · 计算机科学 2021-12-30 Rami Mohawesh , Shuxiang Xu , Matthew Springer , Muna Al-Hawawreh , Sumbal Maqsood

Online reviews significantly impact consumers' decision-making process and firms' economic outcomes and are widely seen as crucial to the success of online markets. Firms, therefore, have a strong incentive to manipulate ratings using fake…

社会与信息网络 · 计算机科学 2024-10-24 Sherry He , Brett Hollenbeck , Gijs Overgoor , Davide Proserpio , Ali Tosyali

Reading and evaluating product reviews is central to how most people decide what to buy and consume online. However, the recent emergence of Large Language Models and Generative Artificial Intelligence now means writing fraudulent or fake…

In this digital era, online shopping is common practice in our daily lives. Product reviews significantly influence consumer buying behavior and help establish buyer trust. However, the prevalence of fraudulent reviews undermines this trust…

机器学习 · 计算机科学 2025-09-29 Mst Eshita Khatun , Halima Akter , Tasnimul Rehan , Toufiq Ahmed

E-commerce dominates a large part of the world's economy with many websites dedicated to online selling products. The vast majority of e-commerce websites provide their customers with the ability to express their opinions about the…

计算与语言 · 计算机科学 2020-08-25 Abdalraheem Alsmadi , Shadi AlZu'bi , Mahmoud Al-Ayyoub , Yaser Jararweh

User reviews reflect significant value of product in the world of e-market. Many firms or product providers hire spammers for misleading new customers by posting spam reviews. There are three types of fake reviews, untruthful reviews, brand…

信息检索 · 计算机科学 2020-03-03 Jay Kumar

Online commerce relies heavily on user generated reviews to provide unbiased information about products that they have not physically seen. The importance of reviews has attracted multiple exploitative online behaviours and requires methods…

计算与语言 · 计算机科学 2024-05-14 Priyabrata Karmakar , John Hawkins

Deceptive reviews mislead consumers, harm businesses, and undermine trust in online marketplaces. Machine learning classifiers can learn from large amounts of data to distinguish deceptive reviews from genuine ones. However, the…

计算与语言 · 计算机科学 2026-05-14 Jiaming Qu , Mengtian Guo , Yue Wang

With the growth of the Internet, buying habits have changed, and customers have become more dependent on the online opinions of other customers to guide their purchases. Identifying fake reviews thus became an important area for Natural…

计算与语言 · 计算机科学 2025-04-10 Ming Liu , Massimo Poesio

Online reviews provided by consumers are a valuable asset for e-Commerce platforms, influencing potential consumers in making purchasing decisions. However, these reviews are of varying quality, with the useful ones buried deep within a…

人工智能 · 计算机科学 2017-05-09 Subhabrata Mukherjee , Kashyap Popat , Gerhard Weikum

This paper presents a pipeline to detect and explain anomalous reviews in online platforms. The pipeline is made up of three modules and allows the detection of reviews that do not generate value for users due to either worthless or…

计算与语言 · 计算机科学 2024-02-29 David Novoa-Paradela , Oscar Fontenla-Romero , Bertha Guijarro-Berdiñas

A robust and reliable system of detecting spam reviews is a crying need in todays world in order to purchase products without being cheated from online sites. In many online sites, there are options for posting reviews, and thus creating…

计算与语言 · 计算机科学 2022-11-04 G. M. Shahariar , Swapnil Biswas , Faiza Omar , Faisal Muhammad Shah , Samiha Binte Hassan

Online Reviews play a vital role in e commerce for decision making. Much of the population makes the decision of which places, restaurant to visit, what to buy and from where to buy based on the reviews posted on the respective platforms. A…

计算与语言 · 计算机科学 2022-01-03 Ashish Salunkhe

The rise of Generative AI has led to a surge in AI-generated reviews, often posing a serious threat to the credibility of online platforms. Reviews serve as the primary source of information about products and services. Authentic reviews…

计算与语言 · 计算机科学 2025-11-10 Somsubhra De , Advait Vats

Online review systems are important components in influencing customers' purchase decisions. To manipulate a product's reputation, many stores hire large numbers of people to produce fake reviews to mislead customers. Previous methods…

社会与信息网络 · 计算机科学 2021-12-14 Chen Cao , Shihao Li , Shuo Yu , Zhikui Chen

Online reviews play an integral part for success or failure of businesses. Prior to purchasing services or goods, customers first review the online comments submitted by previous customers. However, it is possible to superficially boost or…

计算与语言 · 计算机科学 2020-10-12 Faranak Abri , Luis Felipe Gutierrez , Akbar Siami Namin , Keith S. Jones , David R. W. Sears

With the development of the E-commerce and reviews website, the comment information is influencing people's life. More and more users share their consumption experience and evaluate the quality of commodity by comment. When people make a…

计算与语言 · 计算机科学 2018-11-15 Su Chang , Xu Zhenzhong , Gao Xuan

Online reviews provide viewpoints on the strengths and shortcomings of products/services, influencing potential customers' purchasing decisions. However, the proliferation of non-credible reviews -- either fake (promoting/ demoting an…

人工智能 · 计算机科学 2017-05-09 Subhabrata Mukherjee , Sourav Dutta , Gerhard Weikum

Text-based explainable recommendation aims to generate natural-language explanations that justify item recommendations, to improve user trust and system transparency. Although recent advances leverage LLMs to produce fluent outputs, a…

信息检索 · 计算机科学 2026-05-18 Ben Kabongo , Vincent Guigue

With their advanced capabilities, Large Language Models (LLMs) can generate highly convincing and contextually relevant fake news, which can contribute to disseminating misinformation. Though there is much research on fake news detection…

计算与语言 · 计算机科学 2026-02-05 Rupak Kumar Das , Jonathan Dodge
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