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Text generation in image-based platforms, particularly for music-related content, requires precise control over text styles and the incorporation of emotional expression. However, existing approaches often need help to control the…

计算与语言 · 计算机科学 2023-10-16 Yuelyu Ji , Yuheng Song , Wei Wang , Ruoyi Xu , Zhongqian Xie , Huiyun Liu

Collaborative Filtering (CF) is a widely used and effective technique for recommender systems. In recent decades, there have been significant advancements in latent embedding-based CF methods for improved accuracy, such as matrix…

信息检索 · 计算机科学 2023-04-28 Yuntao Du , Jianxun Lian , Jing Yao , Xiting Wang , Mingqi Wu , Lu Chen , Yunjun Gao , Xing Xie

E-commerce websites (e.g. Amazon) have a plethora of structured and unstructured information (text and images) present on the product pages. Sellers often either don't label or mislabel values of the attributes (e.g. color, size etc.) for…

计算机视觉与模式识别 · 计算机科学 2023-06-02 Anant Khandelwal , Happy Mittal , Shreyas Sunil Kulkarni , Deepak Gupta

This work aims to employ natural language generation (NLG) to rapidly generate items for English language learning applications: this requires both language models capable of generating fluent, high-quality English, and to control the…

计算与语言 · 计算机科学 2022-11-30 Kevin Stowe , Debanjan Ghosh , Mengxuan Zhao

E-commerce image generation has always been one of the core demands in the e-commerce field. The goal is to restore the missing background that matches the main product given. In the post-AIGC era, diffusion models are primarily used to…

计算机视觉与模式识别 · 计算机科学 2024-09-17 Guandong Li

The users often have many product-related questions before they make a purchase decision in E-commerce. However, it is often time-consuming to examine each user review to identify the desired information. In this paper, we propose a novel…

计算与语言 · 计算机科学 2019-05-07 Shiqian Chen , Chenliang Li , Feng Ji , Wei Zhou , Haiqing Chen

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…

计算与语言 · 计算机科学 2024-06-12 Kaize Shi , Xueyao Sun , Dingxian Wang , Yinlin Fu , Guandong Xu , Qing Li

Websites are regarded as domains of limitless information which anyone and everyone can access. The new trend of technology put us to change the way we are doing our business. The Internet now is fastly becoming a new place for business and…

信息检索 · 计算机科学 2021-09-03 Ikechukwu Onyenwe , Ebele Onyedinma , Chidinma Nwafor , Obinna Agbata

An important task for recommender system is to generate explanations according to a user's preferences. Most of the current methods for explainable recommendations use structured sentences to provide descriptions along with the…

计算与语言 · 计算机科学 2017-07-07 Felipe Costa , Sixun Ouyang , Peter Dolog , Aonghus Lawlor

We address the problem of personalization in the context of eCommerce search. Specifically, we develop personalization ranking features that use in-session context to augment a generic ranker optimized for conversion and relevance. We use a…

Search advertising, a popular method for online marketing, has been employed to improve health by eliciting positive behavioral change. However, writing effective advertisements requires expertise and experimentation, which may not be…

信息检索 · 计算机科学 2020-07-14 Brit Youngmann , Ran Gilad-Bachrach , Danny Karmon , Elad Yom-Tov

Conversational recommender systems (CRS) aim to recommend relevant items to users by eliciting user preference through natural language conversation. Prior work often utilizes external knowledge graphs for items' semantic information, a…

计算与语言 · 计算机科学 2024-02-27 Mathieu Ravaut , Hao Zhang , Lu Xu , Aixin Sun , Yong Liu

Product embeddings have been heavily investigated in the past few years, serving as the cornerstone for a broad range of machine learning applications in e-commerce. Despite the empirical success of product embeddings, little is known on…

机器学习 · 计算机科学 2021-02-25 Da Xu , Chuanwei Ruan , Evren Korpeoglu , Sushant Kumar , Kannan Achan

Understanding vision and language representations of product content is vital for search and recommendation applications in e-commerce. As a backbone for online shopping platforms and inspired by the recent success in representation…

机器学习 · 计算机科学 2022-08-23 Wonyoung Shin , Jonghun Park , Taekang Woo , Yongwoo Cho , Kwangjin Oh , Hwanjun Song

In recent years online advertising has become increasingly ubiquitous and effective. Advertisements shown to visitors fund sites and apps that publish digital content, manage social networks, and operate e-mail services. Given such large…

Adaptive programming practice often relies on fixed libraries of worked examples and practice problems, which require substantial authoring effort and may not correspond well to the logical errors and partial solutions students produce…

人机交互 · 计算机科学 2026-05-06 Griffin Pitts , Muntasir Hoq , Peter Brusilovsky , Narges Norouzi , Arto Hellas , Juho Leinonen , Bita Akram

To address the challenges of digital intelligence in the digital economy, artificial intelligence-generated content (AIGC) has emerged. AIGC uses artificial intelligence to assist or replace manual content generation by generating content…

人工智能 · 计算机科学 2023-04-14 Jiayang Wu , Wensheng Gan , Zefeng Chen , Shicheng Wan , Hong Lin

In recent years, knowledge graphs have been widely applied to organize data in a uniform way and enhance many tasks that require knowledge, for example, online shopping which has greatly facilitated people's life. As a backbone for online…

人工智能 · 计算机科学 2021-05-04 Wen Zhang , Chi-Man Wong , Ganqiang Ye , Bo Wen , Wei Zhang , Huajun Chen

We introduce a novel, training free cascade for auto-prompting Large Language Models (LLMs) to assess product quality in e-commerce. Our system requires no training labels or model fine-tuning, instead automatically generating and refining…

计算与语言 · 计算机科学 2025-10-29 Soham Satyadharma , Fatemeh Sheikholeslami , Swati Kaul , Aziz Umit Batur , Suleiman A. Khan

Structured representation of product information is a major bottleneck for the efficiency of e-commerce platforms, especially in second-hand ecommerce platforms. Currently, most product information are organized based on manually curated…

信息检索 · 计算机科学 2025-09-30 Haiyang Yang , Qinye Xie , Qingheng Zhang , Liyu Chen , Huike Zou , Chengbao Lian , Shuguang Han , Fei Huang , Jufeng Chen , Bo Zheng