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相关论文: Some Practice for Improving the Search Results of …

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In this work we describe our submission to the product ranking task of the Amazon KDD Cup 2022. We rely on a receipt that showed to be effective in previous competitions: we focus our efforts towards efficiently training and deploying large…

信息检索 · 计算机科学 2022-08-15 Vitor Jeronymo , Guilherme Rosa , Surya Kallumadi , Roberto Lotufo , Rodrigo Nogueira

In this paper, we propose a robust multilingual model to improve the quality of search results. Our model not only leverage the processed class-balanced dataset, but also benefit from multitask pre-training that leads to more general…

计算与语言 · 计算机科学 2023-02-01 Xuange Cui , Wei Xiong , Songlin Wang

This paper mainly describes our winning solution (team name: www) to Amazon ESCI Challenge of KDD CUP 2022, which achieves a NDCG score of 0.9043 and wins the first place on task 1: the query-product ranking track. In this competition,…

信息检索 · 计算机科学 2022-08-08 Qi Zhang , Zijian Yang , Yilun Huang , Ze Chen , Zijian Cai , Kangxu Wang , Jiewen Zheng , Jiarong He , Jin Gao

Personalized search has been a hot research topic for many years and has been widely used in e-commerce. This paper describes our solution to tackle the challenge of personalized e-commerce search at CIKM Cup 2016. The goal of this…

信息检索 · 计算机科学 2017-08-16 Chen Wu , Ming Yan , Luo Si

This paper describes the approach of the THUIR team at the WSDM Cup 2023 Pre-training for Web Search task. This task requires the participant to rank the relevant documents for each query. We propose a new data pre-processing method and…

信息检索 · 计算机科学 2023-03-09 Haitao Li , Jia Chen , Weihang Su , Qingyao Ai , Yiqun Liu

Collaborative competitions have gained popularity in the scientific and technological fields. These competitions involve defining tasks, selecting evaluation scores, and devising result verification methods. In the standard scenario,…

机器学习 · 计算机科学 2024-08-22 Sergio Nava-Muñoz , Mario Graff , Hugo Jair Escalante

This paper describes the winning solution of all 5 tasks for the Amazon KDD Cup 2024 Multi Task Online Shopping Challenge for LLMs. The challenge was to build a useful assistant, answering questions in the domain of online shopping. The…

计算与语言 · 计算机科学 2024-08-12 Chris Deotte , Ivan Sorokin , Ahmet Erdem , Benedikt Schifferer , Gilberto Titericz , Simon Jegou

Many people use search engines to find online guidance to solve computer or mobile device problems. Users frequently encounter challenges in identifying effective solutions from search results, often wasting time trying ineffective…

信息检索 · 计算机科学 2024-07-10 Lei Ding , Jeshwanth Bheemanpally , Yi Zhang

Cross-market recommendation aims to recommend products to users in a resource-scarce target market by leveraging user behaviors from similar rich-resource markets, which is crucial for E-commerce companies but receives less research…

信息检索 · 计算机科学 2022-04-28 Zeyuan Chen , He Wang , Xiangyu Zhu , Haiyan Wu , Congcong Gu , Shumeng Liu , Jinchao Huang , Wei Zhang

Improving the quality of search results can significantly enhance users experience and engagement with search engines. In spite of several recent advancements in the fields of machine learning and data mining, correctly classifying items…

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…

信息检索 · 计算机科学 2025-10-30 Thang-Long Nguyen-Ho , Minh-Khoi Pham , Hoang-Bao Le

In e-commerce shopping, aligning search results with a buyer's immediate needs and preferences presents a significant challenge, particularly in adapting search results throughout the buyer's shopping journey as they move from the initial…

信息检索 · 计算机科学 2025-12-16 Taoran Sheng , Sathappan Muthiah , Atiq Islam , Jinming Feng

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…

信息检索 · 计算机科学 2024-12-06 Md. Ahsanul Kabir , Mohammad Al Hasan , Aritra Mandal , Daniel Tunkelang , Zhe Wu

In this paper, we propose two methods for tackling the problem of cross-device matching for online advertising at CIKM Cup 2016. The first method considers the matching problem as a binary classification task and solve it by utilizing…

信息检索 · 计算机科学 2016-12-22 Nam Khanh Tran

The e-commerce platform has evolved rapidly due to its widespread popularity and convenience. Developing an e-commerce shopping assistant for customers is crucial to aiding them in quickly finding desired products and recommending precisely…

计算与语言 · 计算机科学 2024-08-06 Shuo Zhang , Boci Peng , Xinping Zhao , Boren Hu , Yun Zhu , Yanjia Zeng , Xuming Hu

This paper explores the integration of strategic optimization methods in search advertising, focusing on ad ranking and bidding mechanisms within E-commerce platforms. By employing a combination of reinforcement learning and evolutionary…

机器学习 · 计算机科学 2024-05-30 Chang Zhou , Yang Zhao , Jin Cao , Yi Shen , Xiaoling Cui , Chiyu Cheng

Off-the-shelf natural language processing software performs poorly when parsing patent claims owing to their use of irregular language relative to the corpora built from news articles and the web typically utilized to train this software.…

计算与语言 · 计算机科学 2016-05-09 Mengke Hu , David Cinciruk , John MacLaren Walsh

This study presents the multilingual e-commerce search system developed by the Tredence_AICOE team. The competition features two multilingual relevance tasks: Query-Category (QC) Relevance, which evaluates how well a user's search query…

信息检索 · 计算机科学 2025-10-24 Rakshith R , Shubham Sharma , Mohammed Sameer Khan , Ankush Chopra

Interleaving sponsored results (advertisements) amongst organic results on search engine result pages (SERP) has become a common practice across multiple digital platforms. Advertisements have catered to consumer satisfaction and fostered…

计算机与社会 · 计算机科学 2024-07-30 Abhisek Dash , Saptarshi Ghosh , Animesh Mukherjee , Abhijnan Chakraborty , Krishna P. Gummadi

Many search systems work with large amounts of natural language data, e.g., search queries, user profiles and documents, where deep learning based natural language processing techniques (deep NLP) can be of great help. In this paper, we…

计算与语言 · 计算机科学 2021-08-19 Weiwei Guo , Xiaowei Liu , Sida Wang , Michaeel Kazi , Zhoutong Fu , Huiji Gao , Jun Jia , Liang Zhang , Bo Long
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