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E-commerce platforms have a vast catalog of items to cater to their customers' shopping interests. Most of these platforms assist their customers in the shopping process by offering optimized recommendation carousels, designed to help…

Information Retrieval · Computer Science 2025-08-18 Shanu Vashishtha , Abhay Kumar , Lalitesh Morishetti , Kaushiki Nag , Kannan Achan

Personalized review generation (PRG) aims to automatically produce review text reflecting user preference, which is a challenging natural language generation task. Most of previous studies do not explicitly model factual description of…

Computation and Language · Computer Science 2020-10-06 Junyi Li , Siqing Li , Wayne Xin Zhao , Gaole He , Zhicheng Wei , Nicholas Jing Yuan , Ji-Rong Wen

Scene marketing that well demonstrates user interests within a certain scenario has proved effective for offline shopping. To conduct scene marketing for e-commerce platforms, this work presents a novel product form, scene-based topic…

Computation and Language · Computer Science 2022-11-01 Peng Lin , Yanyan Zou , Lingfei Wu , Mian Ma , Zhuoye Ding , Bo Long

In this paper, we propose a new setting for generating product descriptions from images, augmented by marketing keywords. It leverages the combined power of visual and textual information to create descriptions that are more tailored to the…

Computation and Language · Computer Science 2024-03-08 Yunxin Li , Baotian Hu , Wenhan Luo , Lin Ma , Yuxin Ding , Min Zhang

Recently, Product Question Answering (PQA) on E-Commerce platforms has attracted increasing attention as it can act as an intelligent online shopping assistant and improve the customer shopping experience. Its key function, automatic answer…

Computation and Language · Computer Science 2021-12-28 Yang Deng , Yaliang Li , Wenxuan Zhang , Bolin Ding , Wai Lam

Product images are essential for providing desirable user experience in an e-commerce platform. For a platform with billions of products, it is extremely time-costly and labor-expensive to manually pick and organize qualified images.…

Computer Vision and Pattern Recognition · Computer Science 2022-06-28 Xiaochuan Fan , Chi Zhang , Yong Yang , Yue Shang , Xueying Zhang , Zhen He , Yun Xiao , Bo Long , Lingfei Wu

Quality product descriptions are critical for providing competitive customer experience in an e-commerce platform. An accurate and attractive description not only helps customers make an informed decision but also improves the likelihood of…

Computation and Language · Computer Science 2019-07-31 Qibin Chen , Junyang Lin , Yichang Zhang , Hongxia Yang , Jingren Zhou , Jie Tang

This paper studies the problem of automatically extracting a short title from a manually written longer description of E-commerce products for display on mobile devices. It is a new extractive summarization problem on short text inputs, for…

Computation and Language · Computer Science 2019-05-07 Yu Gong , Xusheng Luo , Kenny Q. Zhu , Wenwu Ou , Zhao Li , Lu Duan

In e-commerce, content quality of the product catalog plays a key role in delivering a satisfactory experience to the customers. In particular, visual content such as product images influences customers' engagement and purchase decisions.…

Computer Vision and Pattern Recognition · Computer Science 2018-11-21 Abon Chaudhuri , Paolo Messina , Samrat Kokkula , Aditya Subramanian , Abhinandan Krishnan , Shreyansh Gandhi , Alessandro Magnani , Venkatesh Kandaswamy

Paraphrase generation has been widely used in various downstream tasks. Most tasks benefit mainly from high quality paraphrases, namely those that are semantically similar to, yet linguistically diverse from, the original sentence.…

Computation and Language · Computer Science 2022-04-04 Elron Bandel , Ranit Aharonov , Michal Shmueli-Scheuer , Ilya Shnayderman , Noam Slonim , Liat Ein-Dor

Large Language Models (LLMs) have demonstrated exceptional versatility across diverse domains, yet their application in e-commerce remains underexplored due to a lack of domain-specific datasets. To address this gap, we introduce…

Computation and Language · Computer Science 2025-02-21 Luis Antonio Gutiérrez Guanilo , Mir Tafseer Nayeem , Cristian López , Davood Rafiei

Internet based businesses and products (e.g. e-commerce, music streaming) are becoming more and more sophisticated every day with a lot of focus on improving customer satisfaction. A core way they achieve this is by providing customers with…

Product question answering (PQA), aiming to automatically provide instant responses to customer's questions in E-Commerce platforms, has drawn increasing attention in recent years. Compared with typical QA problems, PQA exhibits unique…

Computation and Language · Computer Science 2023-05-04 Yang Deng , Wenxuan Zhang , Qian Yu , Wai Lam

With the rapid development of artificial intelligence technology, Transformer structural pre-training model has become an important tool for large language model (LLM) tasks. In the field of e-commerce, these models are especially widely…

Computation and Language · Computer Science 2024-02-27 Yafei Xiang , Hanyi Yu , Yulu Gong , Shuning Huo , Mengran Zhu

An image conveys meaning through both its visual content and emotional tone, jointly shaping human perception. We introduce Controllable Emotional Image Content Generation (C-EICG), which aims to generate images that remain faithful to a…

Computer Vision and Pattern Recognition · Computer Science 2026-04-13 Jingyuan Yang , Weibin Luo , Hui Huang

Customized generative text-to-image models have the ability to produce images that closely resemble a given subject. However, in the context of generating advertising images for e-commerce scenarios, it is crucial that the generated…

Computer Vision and Pattern Recognition · Computer Science 2024-04-09 Youze Xue , Binghui Chen , Yifeng Geng , Xuansong Xie , Jiansheng Chen , Hongbing Ma

Ecommerce is an area where an Autonomic Computing system could be very effectively deployed. Ecommerce has created demand for high quality information technology services and businesses are seeking quality of service guarantees from their…

Systems and Control · Computer Science 2010-11-09 Harish Sheeranalli Venkatarama , Kandasamy Chandra Sekaran

User-Generated Content (UGC) is at the core of web applications where users can both produce and consume content. This differs from traditional e-Commerce domains where content producers and consumers are usually from two separate groups.…

Information Retrieval · Computer Science 2018-09-27 Wang-Cheng Kang , Julian McAuley

Automatic extraction of product attributes from their textual descriptions is essential for online shopper experience. One inherent challenge of this task is the emerging nature of e-commerce products -- we see new types of products with…

Computation and Language · Computer Science 2022-05-02 Xinyang Zhang , Chenwei Zhang , Xian Li , Xin Luna Dong , Jingbo Shang , Christos Faloutsos , Jiawei Han

We propose a novel domain-specific generative pre-training (DS-GPT) method for text generation and apply it to the product titleand review summarization problems on E-commerce mobile display.First, we adopt a decoder-only transformer…

Computation and Language · Computer Science 2021-12-17 Xueying Zhang , Yunjiang Jiang , Yue Shang , Zhaomeng Cheng , Chi Zhang , Xiaochuan Fan , Yun Xiao , Bo Long