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Web agents have shown great promise in performing many tasks on ecommerce website. To assess their capabilities, several benchmarks have been introduced. However, current benchmarks in the e-commerce domain face two major problems. First,…

Computation and Language · Computer Science 2026-04-22 Xianren Zhang , Shreyas Prasad , Di Wang , Qiuhai Zeng , Suhang Wang , Wenbo Yan , Mat Hans

Ontology is a general term used by researchers who want to share information in a specific domain. One of the hallmarks of the greatest success of a powerful manager of an organization is his ability to interpret unplanned and unrelated…

Computers and Society · Computer Science 2025-03-11 Neda Bagherzadeh , Saeed Setayeshi , Samaneh Yazdani

Electronic dictionaries have largely replaced paper dictionaries and become central tools for L2 learners seeking to expand their vocabulary. Users often assume these resources are reliable and rarely question the validity of the…

Computation and Language · Computer Science 2025-08-18 Shiyang Zhang , Fanfei Meng , Xi Wang , Lan Li

As the largest e-commerce platform, Taobao helps advertisers reach billions of search queries each day via sponsored search, which has also contributed considerable revenue to the platform. An efficient bidding strategy to cater to diverse…

Computer Science and Game Theory · Computer Science 2019-03-12 Hao Liu , Qinyu Cao , Xinru Liao , Guang Qiu , Sheng Li , Jiming Chen

The integration of large language models (LLMs) into recommendation systems has revealed promising potential through their capacity to extract world knowledge for enhanced reasoning capabilities. However, current methodologies that adopt…

Information Retrieval · Computer Science 2025-10-17 Lingyu Mu , Hao Deng , Haibo Xing , Kaican Lin , Zhitong Zhu , Yu Zhang , Xiaoyi Zeng , Zhengxiao Liu , Zheng Lin , Jinxin Hu

Modern e-commerce platforms offer vast product selections, making it difficult for customers to find items that they like and that are relevant to their current session intent. This is why it is key for e-commerce platforms to have near…

A centralized collaboration problem of customer-to-manufacturer (C2M) platform in e-commercial business is studied in this paper, where an e-commercial company and multiple manufacturers come to an agreement for constituting a collaborative…

Optimization and Control · Mathematics 2021-03-23 Bo Dai , Fenfen Li

Nowadays, with many e-commerce platforms conducting global business, e-commerce search systems are required to handle product retrieval under multilingual scenarios. Moreover, comparing with maintaining per-country specific e-commerce…

Computation and Language · Computer Science 2021-05-10 Hanqing Lu , Youna Hu , Tong Zhao , Tony Wu , Yiwei Song , Bing Yin

Large Language Model (LLM)-based agents are increasingly deployed in e-commerce applications to assist customer services in tasks such as product inquiries, recommendations, and order management. Existing benchmarks primarily evaluate…

Computation and Language · Computer Science 2026-01-07 Kaiyan Zhao , Zijie Meng , Zheyong Xie , Jin Duan , Yao Hu , Zuozhu Liu , Shaosheng Cao

Recommender systems (RSs) have been the most important technology for increasing the business in Taobao, the largest online consumer-to-consumer (C2C) platform in China. The billion-scale data in Taobao creates three major challenges to…

Information Retrieval · Computer Science 2018-05-25 Jizhe Wang , Pipei Huang , Huan Zhao , Zhibo Zhang , Binqiang Zhao , Dik Lun Lee

Meaning may arise from an element's role or interactions within a larger system. For example, hitting nails is more central to people's concept of a hammer than its particular material composition or other intrinsic features. Likewise, the…

Artificial Intelligence · Computer Science 2020-09-18 Adam N. Hornsby , Thomas Evans , Peter Riefer , Rosie Prior , Bradley C. Love

E-commerce platforms generate vast amounts of customer behavior data, such as clicks and purchases, from millions of unique users every day. However, effectively using this data for behavior understanding tasks is challenging because there…

Machine Learning · Computer Science 2022-02-16 Tianyu Li , Ali Cevahir , Derek Cho , Hao Gong , DuyKhuong Nguyen , Bjorn Stenger

Many e-commerce websites use recommender systems or personalized rankers to personalize search results based on their previous interactions. However, a large fraction of users has no prior inter-actions, making it impossible to use…

Large Language Models (LLMs) excel on general-purpose NLP benchmarks, yet their capabilities in specialized domains remain underexplored. In e-commerce, existing evaluations-such as EcomInstruct, ChineseEcomQA, eCeLLM, and Shopping…

Artificial Intelligence · Computer Science 2025-10-24 Shuyi Xie , Ziqin Liew , Hailing Zhang , Haibo Zhang , Ling Hu , Zhiqiang Zhou , Shuman Liu , Anxiang Zeng

Faceted search acts as a critical bridge for navigating massive ecommerce catalogs, yet traditional systems rely on static rule-based extraction or statistical ranking, struggling with emerging vocabulary, semantic gaps, and a disconnect…

Information Retrieval · Computer Science 2026-03-23 Zhouwei Zhai , Min Yang , Jin Li

E-commerce platforms consistently aim to provide personalized recommendations to drive user engagement, enhance overall user experience, and improve business metrics. Most e-commerce platforms contain multiple carousels on their homepage,…

We present a methodology to provide real-time and personalized product recommendations for large e-commerce platforms, specifically focusing on fashion retail. Our approach aims to achieve accurate and scalable recommendations with minimal…

Information Retrieval · Computer Science 2025-06-27 Matteo Tolloso , Davide Bacciu , Shahab Mokarizadeh , Marco Varesi

Maintaining a healthy ecosystem in billion-scale online platforms is challenging, as users naturally gravitate toward popular items, leaving cold and less-explored items behind. This ''rich-get-richer'' phenomenon hinders the growth of…

Information Retrieval · Computer Science 2025-06-03 Qijie Shen , Yuanchen Bei , Zihong Huang , Jialin Zhu , Keqin Xu , Boya Du , Jiawei Tang , Yuning Jiang , Feiran Huang , Xiao Huang , Hao Chen

Whereas today's information systems are well-equipped for efficient query handling, their strict mathematical foundations hamper their use for everyday tasks. In daily life, people expect information to be offered in a personalized and…

Information Retrieval · Computer Science 2011-05-25 Joachim Selke , Wolf-Tilo Balke

Online electronic coupon (e-coupon) is becoming a primary tool for e-commerce platforms to attract users to place orders. E-coupons are the digital equivalent of traditional paper coupons which provide customers with discounts or gifts. One…

Artificial Intelligence · Computer Science 2020-08-25 Liangwei Li , Liucheng Sun , Chenwei Weng , Chengfu Huo , Weijun Ren