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This paper focuses on automatically generating the text of an ad, and the goal is that the generated text can capture user interest for achieving higher click-through rate (CTR). We propose CREATER, a CTR-driven advertising text generation…

计算与语言 · 计算机科学 2022-05-19 Penghui Wei , Xuanhua Yang , Shaoguo Liu , Liang Wang , Bo Zheng

Advertising (ad for short) keyword suggestion is important for sponsored search to improve online advertising and increase search revenue. There are two common challenges in this task. First, the keyword bidding problem: hot ad keywords are…

计算与语言 · 计算机科学 2019-02-28 Hao Zhou , Minlie Huang , Yishun Mao , Changlei Zhu , Peng Shu , Xiaoyan Zhu

Advertising text plays a critical role in determining click-through rates (CTR) in online advertising. Large Language Models (LLMs) offer significant efficiency advantages over manual ad text creation. However, LLM-generated ad texts do not…

信息检索 · 计算机科学 2025-08-05 Yanda Chen , Zihui Ren , Qixiang Gao , Jiale Chen , Si Chen , Xubin Li , Tiezheng Ge , Bo Zheng

In the online advertising industry, the process of designing an ad creative (i.e., ad text and image) requires manual labor. Typically, each advertiser launches multiple creatives via online A/B tests to infer effective creatives for the…

计算与语言 · 计算机科学 2020-12-03 Shaunak Mishra , Manisha Verma , Yichao Zhou , Kapil Thadani , Wei Wang

Natural language generation methods have emerged as effective tools to help advertisers increase the number of online advertisements they produce. This survey entails a review of the research trends on this topic over the past decade, from…

计算与语言 · 计算机科学 2023-06-23 Soichiro Murakami , Sho Hoshino , Peinan Zhang

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

Generating realistic and user-preferred advertisements is a key challenge in e-commerce. Existing approaches utilize multiple independent models driven by click-through-rate (CTR) to controllably create attractive image or text…

计算机视觉与模式识别 · 计算机科学 2026-05-13 Yexing Xu , Wei Feng , Shen Zhang , Haohan Wang , Yuxin Qin , Yaoyu Li , Ao Ma , Yuhao Luo , Lu Wang , Xudong Ren , Haoran Wang , Run Ling , Zheng Zhang , Jingjing Lv , Junjie Shen , Ching Law , Longguang Wang , Yulan Guo

Retrieving keywords (bidwords) with the same intent as query, referred to as close variant keywords, is of prime importance for effective targeted search advertising. For head and torso search queries, sponsored search engines use a huge…

计算与语言 · 计算机科学 2021-06-08 Akash Kumar Mohankumar , Nikit Begwani , Amit Singh

The goal of product copywriting is to capture the interest of potential buyers by emphasizing the features of products through text descriptions. As e-commerce platforms offer a wide range of services, it's becoming essential to dynamically…

计算与语言 · 计算机科学 2024-05-15 Yu-Xiang Lin , Wei-Yun Ma

Click-Through Rate (CTR) prediction models are integral to a myriad of industrial settings, such as personalized search advertising. Current methods typically involve feature extraction from users' historical behavior sequences combined…

机器学习 · 计算机科学 2025-07-16 Lingwei Kong , Lu Wang , Changping Peng , Zhangang Lin , Ching Law , Jingping Shao

Online advertising is an important revenue source for many IT companies. In the search advertising scenario, advertisement text that meets the need of the search query would be more attractive to the user. However, the manual creation of…

计算与语言 · 计算机科学 2021-09-24 Siyu Duan , Wei Li , Cai Jing , Yancheng He , Yunfang Wu , Xu Sun

Telehealth helps to facilitate access to medical professionals by enabling remote medical services for the patients. These services have become gradually popular over the years with the advent of necessary technological infrastructure. The…

计算与语言 · 计算机科学 2022-07-01 Hadi Jahanshahi , Syed Kazmi , Mucahit Cevik

How will generative AI pay for itself? Unless charging users for access, selling advertising is the only alternative. Especially in the multi-billion dollar web search market with ads as the main source of revenue, the introduction of a…

信息检索 · 计算机科学 2023-10-10 Ines Zelch , Matthias Hagen , Martin Potthast

With the advances of deep learning techniques, text generation is attracting increasing interest in the artificial intelligence (AI) community, because of its wide applications and because it is an essential component of AI. Traditional…

计算与语言 · 计算机科学 2023-09-19 Lili Mou

Automated rationale generation is an approach for real-time explanation generation whereby a computational model learns to translate an autonomous agent's internal state and action data representations into natural language. Training on…

人工智能 · 计算机科学 2019-01-15 Upol Ehsan , Pradyumna Tambwekar , Larry Chan , Brent Harrison , Mark Riedl

In natural language generation for advertising, creating diverse and engaging ad texts is crucial for capturing a broad audience and avoiding advertising fatigue. Regardless of the importance of diversity, the impact of the…

计算与语言 · 计算机科学 2025-05-23 Yoichi Aoki , Soichiro Murakami , Ukyo Honda , Akihiko Kato

We present DeepGen, a system deployed at web scale for automatically creating sponsored search advertisements (ads) for BingAds customers. We leverage state-of-the-art natural language generation (NLG) models to generate fluent ads from…

计算与语言 · 计算机科学 2022-10-21 Konstantin Golobokov , Junyi Chai , Victor Ye Dong , Mandy Gu , Bingyu Chi , Jie Cao , Yulan Yan , Yi Liu

Sponsored search ads appear next to search results when people look for products and services on search engines. In recent years, they have become one of the most lucrative channels for marketing. As the fundamental basis of search ads,…

信息检索 · 计算机科学 2021-04-27 Chaozhuo Li , Bochen Pang , Yuming Liu , Hao Sun , Zheng Liu , Xing Xie , Tianqi Yang , Yanling Cui , Liangjie Zhang , Qi Zhang

Although significant progress has been made in many tasks within the field of Natural Language Processing (NLP), Controlled Text Generation (CTG) continues to face numerous challenges, particularly in achieving fine-grained conditional…

计算与语言 · 计算机科学 2025-09-18 Xinxu Zhou , Jiaqi Bai , Zhenqi Sun , Fanxiang Zeng , Yue Liu

In sponsored search it is critical to match ads that are relevant to a query and to accurately predict their likelihood of being clicked. Commercial search engines typically use machine learning models for both query-ad relevance matching…

信息检索 · 计算机科学 2018-03-29 Jelena Gligorijevic , Djordje Gligorijevic , Ivan Stojkovic , Xiao Bai , Amit Goyal , Zoran Obradovic
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