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We propose two models for a special case of authorship verification problem. The task is to investigate whether the two documents of a given pair are written by the same author. We consider the authorship verification problem for both small…

Computation and Language · Computer Science 2018-03-20 Marjan Hosseinia , Arjun Mukherjee

E-commerce platforms are increasingly reliant on recommendation systems to enhance user experience, retain customers, and, in most cases, drive sales. The integration of machine learning methods into these systems has significantly improved…

Information Retrieval · Computer Science 2025-06-24 Aneta Poniszewska-Maranda , Magdalena Pakula , Bozena Borowska

We discuss two potentially challenging problems faced by the ecommerce industry. One relates to the problem faced by sellers while uploading pictures of products on the platform for sale and the consequent manual tagging involved. It gives…

Computer Vision and Pattern Recognition · Computer Science 2020-05-19 Fengzi Li , Shashi Kant , Shunichi Araki , Sumer Bangera , Swapna Samir Shukla

In author name disambiguation, author forenames are used to decide which name instances are disambiguated together and how much they are likely to refer to the same author. Despite such a crucial role of forenames, their effect on the…

Digital Libraries · Computer Science 2021-02-08 Jinseok Kim , Jenna Kim

In this paper, we describe a solution to tackle a common set of challenges in e-commerce, which arise from the fact that new products are continually being added to the catalogue. The challenges involve properly personalising the customer…

Machine Learning · Statistics 2018-03-22 Ângelo Cardoso , Fabio Daolio , Saúl Vargas

Product categorization using text data for eCommerce is a very challenging extreme classification problem with several thousands of classes and several millions of products to classify. Even though multi-class text classification is a well…

Information Retrieval · Computer Science 2019-03-12 Abhinandan Krishnan , Abilash Amarthaluri

The rapid introduction of new brand names into everyday language poses a unique challenge for e-commerce spelling correction services, which must distinguish genuine misspellings from novel brand names that use unconventional spelling. We…

Computation and Language · Computer Science 2024-10-16 Xuan Guo , Rohit Patki , Dante Everaert , Christopher Potts

In the dynamic field of eCommerce, the quality and comprehensiveness of product descriptions are pivotal for enhancing search visibility and customer engagement. Effective product descriptions can address the 'cold start' problem, align…

Computation and Language · Computer Science 2023-10-31 Jianghong Zhou , Bo Liu , Jhalak Nilesh Acharya Yao Hong , Kuang-chih Lee , Musen Wen

Humans develop a common sense of style compatibility between items based on their attributes. We seek to automatically answer questions like "Does this shirt go well with that pair of jeans?" In order to answer these kinds of questions, we…

Artificial Intelligence · Computer Science 2017-08-29 Kui Zhao , Xia Hu , Jiajun Bu , Can Wang

Authorship identification is a process in which the author of a text is identified. Most known literary texts can easily be attributed to a certain author because they are, for example, signed. Yet sometimes we find unfinished pieces of…

Computation and Language · Computer Science 2019-12-24 Rahul Radhakrishnan Iyer , Carolyn Penstein Rose

In this paper, we present our work to support publishers and editors in finding descriptive tags for e-books through tag recommendations. We propose a hybrid tag recommendation system for e-books, which leverages search query terms from…

Information Retrieval · Computer Science 2019-08-13 Emanuel Lacic , Dominik Kowald , Dieter Theiler , Matthias Traub , Lucky Kuffer , Stefanie Lindstaedt , Elisabeth Lex

Disambiguating scholars with identical names is essential for accurate authorship assignment and robust large-scale scientometric research. Existing methods are often designed for Latin-script metadata and perform poorly on Chinese names.…

Digital Libraries · Computer Science 2026-04-07 Mingrong She , Liuhuaying Yang , Ana Maria Jaramillo , Lisette Espín-Noboa

Product retrieval is the backbone of e-commerce search: for each user query, it identifies a high-recall candidate set from billions of items, laying the foundation for high-quality ranking and user experience. Despite extensive…

Information Retrieval · Computer Science 2026-04-28 Gui Ling , Weiyuan Li , Yue Jiang , Wenjun Peng , Xingxian Liu , Dongshuai Li , Fuyu Lv , Dan Ou , Haihong Tang

Product ranking is a crucial component for many e-commerce services. One of the major challenges in product search is the vocabulary mismatch between query and products, which may be a larger vocabulary gap problem compared to other…

Information Retrieval · Computer Science 2022-04-04 Xuyang Wu , Alessandro Magnani , Suthee Chaidaroon , Ajit Puthenputhussery , Ciya Liao , Yi Fang

E-commerce search and recommendation usually operate on structured data such as product catalogs and taxonomies. However, creating better search and recommendation systems often requires a large variety of unstructured data including…

Information Retrieval · Computer Science 2023-12-07 Haixun Wang , Taesik Na

E-commerce authoring entails creating engaging, diverse, and targeted content to enhance preference elicitation and retrieval experience. While Large Language Models (LLMs) have revolutionized content generation, they often fall short in…

Computation and Language · Computer Science 2024-06-12 Kaize Shi , Xueyao Sun , Dingxian Wang , Yinlin Fu , Guandong Xu , Qing Li

Source code segment authorship identification is the task of identifying the author of a source code segment through supervised learning. It has vast importance in plagiarism detection, digital forensics, and several other law enforcement…

Software Engineering · Computer Science 2022-12-13 Parvez Mahbub , Naz Zarreen Oishie , S M Rafizul Haque

E-commerce platforms categorize their products into a multi-level taxonomy tree with thousands of leaf categories. Conventional methods for product categorization are typically based on machine learning classification algorithms. These…

Computation and Language · Computer Science 2018-12-17 Maggie Yundi Li , Stanley Kok , Liling Tan

Author Name Disambiguation (AND) is a long-standing challenge in bibliometrics and scientometrics, as name ambiguity undermines the accuracy of bibliographic databases and the reliability of research evaluation. This study addresses the…

In e-commerce portals, generating answers for product-related questions has become a crucial task. In this paper, we propose the task of product-aware answer generation, which tends to generate an accurate and complete answer from…

Computation and Language · Computer Science 2019-01-25 Shen Gao , Zhaochun Ren , Yihong Eric Zhao , Dongyan Zhao , Dawei Yin , Rui Yan