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Related papers: AliCoCo: Alibaba E-commerce Cognitive Concept Net

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Understanding latent user needs beneath shopping behaviors is critical to e-commercial applications. Without a proper definition of user needs in e-commerce, most industry solutions are not driven directly by user needs at current stage,…

Information Retrieval · Computer Science 2019-10-09 Xusheng Luo , Yonghua Yang , Kenny Q. Zhu , Yu Gong , Keping Yang

Alibaba has China's largest e-commerce platform. To support its diverse businesses, Alibaba has its own large-scale data centers providing the computing foundation for a wide variety of software applications. Among these applications, deep…

Machine Learning · Computer Science 2019-09-25 Wei Zhang , Wei Wei , Lingjie Xu , Lingling Jin , Cheng Li

With the increasing use of Large Language Models (LLMs) in fields such as e-commerce, domain-specific concept evaluation benchmarks are crucial for assessing their domain capabilities. Existing LLMs may generate factually incorrect…

Computation and Language · Computer Science 2025-02-28 Haibin Chen , Kangtao Lv , Chengwei Hu , Yanshi Li , Yujin Yuan , Yancheng He , Xingyao Zhang , Langming Liu , Shilei Liu , Wenbo Su , Bo Zheng

Conceptual graphs, which is a particular type of Knowledge Graphs, play an essential role in semantic search. Prior conceptual graph construction approaches typically extract high-frequent, coarse-grained, and time-invariant concepts from…

Artificial Intelligence · Computer Science 2022-11-02 Ningyu Zhang , Qianghuai Jia , Shumin Deng , Xiang Chen , Hongbin Ye , Hui Chen , Huaixiao Tou , Gang Huang , Zhao Wang , Nengwei Hua , Huajun Chen

While social interactions are critical to understanding consumer behavior, the relationship between social and commerce networks has not been explored on a large scale. We analyze Taobao, a Chinese consumer marketplace that is the world's…

Social and Information Networks · Computer Science 2015-03-19 Stephen Guo , Mengqiu Wang , Jure Leskovec

In e-commerce, ranking the search results based on users' preference is the most important task. Commercial e-commerce platforms, such as, Amazon, Alibaba, eBay, Walmart, etc. perform extensive and relentless research to perfect their…

Information Retrieval · Computer Science 2024-12-06 Md. Ahsanul Kabir , Mohammad Al Hasan , Aritra Mandal , Daniel Tunkelang , Zhe Wu

Business ontology can enhance the successful development of complex enterprise system; this is being achieved through knowledge sharing and the ease of communication between every entity in the domain. Through human semantic interaction…

Computers and Society · Computer Science 2014-01-13 Adeyinka K Akanbi

This paper introduces the large scale visual search algorithm and system infrastructure at Alibaba. The following challenges are discussed under the E-commercial circumstance at Alibaba (a) how to handle heterogeneous image data and bridge…

Computer Vision and Pattern Recognition · Computer Science 2021-02-10 Yanhao Zhang , Pan Pan , Yun Zheng , Kang Zhao , Yingya Zhang , Xiaofeng Ren , Rong Jin

Tasks such as search and recommendation have become increas- ingly important for E-commerce to deal with the information over- load problem. To meet the diverse needs of di erent users, person- alization plays an important role. In many…

Machine Learning · Statistics 2018-05-29 Yabo Ni , Dan Ou , Shichen Liu , Xiang Li , Wenwu Ou , Anxiang Zeng , Luo Si

This paper presents the ReCO, a human-curated ChineseReading Comprehension dataset on Opinion. The questions in ReCO are opinion based queries issued to the commercial search engine. The passages are provided by the crowdworkers who extract…

Computation and Language · Computer Science 2020-06-23 BingningWang , Ting Yao , Qi Zhang , Jingfang Xu , Xiaochuan Wang

Our goal is to build general representation (embedding) for each user and each product item across Alibaba's businesses, including Taobao and Tmall which are among the world's biggest e-commerce websites. The representation of users and…

Artificial Intelligence · Computer Science 2022-07-05 Chao Yang , Ru He , Fangquan Lin , Suoyuan Song , Jingqiao Zhang , Cheng Yang

This report details our methodology and results developed for the Multilingual E-commerce Search Competition. The problem aims to recognize relevance between user queries versus product items in a multilingual context and improve…

Information Retrieval · Computer Science 2025-10-30 Thang-Long Nguyen-Ho , Minh-Khoi Pham , Hoang-Bao Le

Large language models (LLMs) have demonstrated their capabilities across various NLP tasks. Their potential in e-commerce is also substantial, evidenced by practical implementations such as platform search, personalized recommendations, and…

Computation and Language · Computer Science 2025-03-21 Langming Liu , Haibin Chen , Yuhao Wang , Yujin Yuan , Shilei Liu , Wenbo Su , Xiangyu Zhao , Bo Zheng

Electronic commerce, or e-commerce, is the buying and selling of goods and services, or the transmitting of funds or data online. E-commerce platforms come in many kinds, with global players such as Amazon, Airbnb, Alibaba, eBay and…

Information Retrieval · Computer Science 2025-01-28 Zhaochun Ren , Xiangnan He , Dawei Yin , Maarten de Rijke

Query Understanding is a semantic search method that can classify tokens in a customer's search query to entities such as Product, Brand, etc. This method can overcome the limitations of bag-of-words methods but requires an ontology. We…

Information Retrieval · Computer Science 2018-07-06 Aliasgar Kutiyanawala , Prateek Verma , Zheng , Yan

In e-commerce, web mining for page recommendations is widely used but often fails to meet user needs. To address this, we propose a novel solution combining semantic web mining with BP neural networks. We process user search logs to extract…

Information Retrieval · Computer Science 2024-09-13 M. Badouch , M. Boutaounte

A practical large scale product recognition system suffers from the phenomenon of long-tailed imbalanced training data under the E-commercial circumstance at Alibaba. Besides product images at Alibaba, plenty of image related side…

Computer Vision and Pattern Recognition · Computer Science 2021-02-10 Xiangzeng Zhou , Pan Pan , Yun Zheng , Yinghui Xu , Rong Jin

A success factor for modern companies in the age of Digital Marketing is to understand how customers think and behave based on their online shopping patterns. While the conventional method of gathering consumer insights through…

Machine Learning · Computer Science 2020-10-07 Sohini Roychowdhury , Wenxi Li , Ebrahim Alareqi , Akhilesh Pandita , Ao Liu , Joakim Soderberg

E-commerce search serves as a central interface, connecting user demands with massive product inventories and plays a vital role in our daily lives. However, in real-world applications, it faces challenges, including highly ambiguous…

Information Retrieval · Computer Science 2026-03-25 Yupeng Li , Ben Chen , Mingyue Cheng , Zhiding Liu , Xuxin Zhang , Chenyi Lei , Wenwu Ou

This paper addresses the challenge of improving user experience on e-commerce platforms by enhancing product ranking relevant to users' search queries. Ambiguity and complexity of user queries often lead to a mismatch between the user's…

Information Retrieval · Computer Science 2024-10-22 Hadeel Saadany , Swapnil Bhosale , Samarth Agrawal , Diptesh Kanojia , Constantin Orasan , Zhe Wu
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